{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c17c940a-b7cf-4414-92bc-1dfa87e4b240",
   "metadata": {},
   "source": [
    "# Diffusion Equation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "25e33609-b37d-436d-b2b0-200577847ded",
   "metadata": {},
   "outputs": [],
   "source": [
    "import jax\n",
    "import jax.numpy as jnp\n",
    "\n",
    "import optax\n",
    "from flax import linen as nn\n",
    "\n",
    "import sys\n",
    "import os\n",
    "\n",
    "import time\n",
    "\n",
    "# Add /src to path\n",
    "path_to_src = os.path.abspath(os.path.join(os.getcwd(), '../../../../src'))\n",
    "if path_to_src not in sys.path:\n",
    "    sys.path.append(path_to_src)\n",
    "\n",
    "from KAN import KAN\n",
    "from PIKAN import *\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dca1f133-8abf-44fe-9f98-2cf13efb29ed",
   "metadata": {},
   "source": [
    "### Collocation Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dd634f87-0bea-47ea-834e-5b4b4afa40db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate Collocation points for PDE\n",
    "N = 2**12\n",
    "collocs = jnp.array(sobol_sample(np.array([0,0]), np.array([1,1]), N)) # (4096, 2)\n",
    "\n",
    "# Generate Collocation points for BCs\n",
    "N = 2**6\n",
    "\n",
    "BC1_colloc = jnp.array(sobol_sample(np.array([0,0]), np.array([0,1]), N)) # (64, 2)\n",
    "BC1_data = jnp.sin(np.pi*BC1_colloc[:,1]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "BC2_colloc = jnp.array(sobol_sample(np.array([0,0]), np.array([1,0]), N)) # (64, 2)\n",
    "BC2_data = jnp.zeros(BC2_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "BC3_colloc = jnp.array(sobol_sample(np.array([0,1]), np.array([1,1]), N)) # (64, 2)\n",
    "BC3_data = jnp.zeros(BC3_colloc.shape[0]).reshape(-1,1) # (64, 1)\n",
    "\n",
    "# Create lists for BCs\n",
    "bc_collocs = [BC1_colloc, BC2_colloc, BC3_colloc]\n",
    "bc_data = [BC1_data, BC2_data, BC3_data]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eefadd88-07ae-407c-88cb-d46dd35158f4",
   "metadata": {},
   "source": [
    "### Loss Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7909b8a2-a88e-495c-9fc3-0be21e2a4c2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pde_loss(params, collocs, state):\n",
    "    # Eq. parameter\n",
    "    #D = jnp.array(0.15, dtype=float)\n",
    "    D = jnp.array(1.0, dtype=float)\n",
    "    \n",
    "    # Define the model function\n",
    "    variables = {'params' : params, 'state' : state}\n",
    "    \n",
    "    def u(vec_x):\n",
    "        y, spl = model.apply(variables, vec_x)\n",
    "        return y\n",
    "        \n",
    "    # Physics Loss Terms\n",
    "    u_t = gradf(u, 0, 1)  # 1st order derivative of t\n",
    "    u_xx = gradf(u, 1, 2) # 2nd order derivative of x\n",
    "    source = jnp.exp(-collocs[:,[0]])*(-jnp.sin(jnp.pi*collocs[:,[1]]) + (jnp.pi**2)*jnp.sin(jnp.pi*collocs[:,[1]]))\n",
    "    \n",
    "    # Residual\n",
    "    pde_res = u_t(collocs) - D*u_xx(collocs) -source\n",
    "    \n",
    "    return pde_res"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a58c2b06-fd40-4f88-a98d-0fc1fd7eb34e",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Training Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0bf038b5-1d07-4dcf-bd0e-86d3e23d54ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize model\n",
    "layer_dims = [2, 8, 8, 1]\n",
    "model = KAN(layer_dims=layer_dims, k=3, const_spl=False, const_res=False, add_bias=True, grid_e=0.05)\n",
    "variables = model.init(jax.random.PRNGKey(0), jnp.ones([1, 2]))\n",
    "\n",
    "# Define learning rates for scheduler\n",
    "lr_vals = dict()\n",
    "lr_vals['init_lr'] = 0.001\n",
    "lr_vals['scales'] = {0 : 1.0}\n",
    "\n",
    "# Define epochs for grid extension, along with grid sizes\n",
    "grid_extend = {0 : 3}\n",
    "\n",
    "# Define global loss weights\n",
    "glob_w = [jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be30eb3c-9594-4851-bfad-45f35954b791",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Performing grid update\n",
      "Total Time: 437.7280282974243 s\n",
      "Average time per iteration: 0.0044 s\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 100000\n",
    "\n",
    "model, variables, train_losses = train_PIKAN(model, variables, pde_loss, collocs, bc_collocs, bc_data, glob_w=glob_w, \n",
    "                                             lr_vals=lr_vals, adapt_state=False, loc_w=None, nesterov=False, \n",
    "                                             num_epochs=num_epochs, grid_extend=grid_extend, grid_adapt=[], \n",
    "                                             colloc_adapt={'epochs' : []})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "137cdacd-b0ef-4096-b629-60f03d3d723a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L^2 Error = 0.1933%\n"
     ]
    }
   ],
   "source": [
    "# Also calculate analytical solution\n",
    "def diff_exact(t,x):\n",
    "    #D = 0.15\n",
    "    return np.sin(np.pi*x)*np.exp(-t)\n",
    "    #return np.sin(np.pi*x)*np.exp(-D*np.pi**2*t)\n",
    "\n",
    "N_t, N_x = 100, 256\n",
    "\n",
    "t = np.linspace(0.0, 1.0, N_t)\n",
    "x = np.linspace(0.0, 1.0, N_x)\n",
    "T, X = np.meshgrid(t, x, indexing='ij')\n",
    "coords = np.stack([T.flatten(), X.flatten()], axis=1)\n",
    "\n",
    "ref = diff_exact(T, X)\n",
    "\n",
    "output, _ = model.apply(variables, jnp.array(coords))\n",
    "baseline = np.array(output).reshape(N_t, N_x)\n",
    "\n",
    "l2err = jnp.linalg.norm(baseline-ref)/jnp.linalg.norm(ref)\n",
    "print(f\"L^2 Error = {l2err*100:.4f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8eba627b-fe2d-4692-b5c6-27b56cbe7b12",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.plot(np.array(train_losses), label='Train Loss', marker='o', color='blue', markersize=1)\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training Loss Over Epochs')\n",
    "plt.yscale('log')  # Set y-axis to logarithmic scale\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5) \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3d18240e-aaaa-46ab-b2e6-4a2ac4b5f802",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.pcolormesh(T, X, np.abs(ref-baseline), shading='auto', cmap='Spectral_r')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.title('Absolute Error for Diffusion Equation')\n",
    "plt.xlabel('x')\n",
    "\n",
    "plt.ylabel('y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6377dd74-ccd8-481e-91b4-25ff7e1e4cc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savez('../../Plots/data/eq1-base.npz', t=t, x=x, baseline=baseline, ref=ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c7c47c9-8a93-49b6-a86a-070965573458",
   "metadata": {},
   "source": [
    "### Training Adaptive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7832afd8-8bdb-4ab5-9571-f4577e0f0e2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize model\n",
    "layer_dims = [2, 8, 8, 1]\n",
    "model = KAN(layer_dims=layer_dims, k=3, const_spl=False, const_res=False, add_bias=True, grid_e=0.05)\n",
    "variables = model.init(jax.random.PRNGKey(0), jnp.ones([1, 2]))\n",
    "\n",
    "# Define learning rates for scheduler\n",
    "lr_vals = dict()\n",
    "lr_vals['init_lr'] = 0.001\n",
    "lr_vals['scales'] = {0 : 1.0, 8_000 : 0.7, 20_000 : 0.5, 50_000 : 0.5, 75_000 : 0.5}\n",
    "\n",
    "# Define epochs for grid adaptation\n",
    "adapt_every = 275\n",
    "adapt_stop = 70000\n",
    "grid_adapt = [i * adapt_every for i in range(1, (adapt_stop // adapt_every) + 1)]\n",
    "\n",
    "# Define epochs for grid extension, along with grid sizes\n",
    "grid_extend = {0 : 3, 8000 : 8, 20_000 : 14}\n",
    "\n",
    "# Define global loss weights\n",
    "glob_w = [jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float), jnp.array(1.0, dtype=float)]\n",
    "\n",
    "# Initialize RBA weights\n",
    "loc_w = [jnp.ones((collocs.shape[0],1)), jnp.ones((BC1_colloc.shape[0],1)),\n",
    "         jnp.ones((BC2_colloc.shape[0],1)), jnp.ones((BC3_colloc.shape[0],1))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c1cecc2-d43d-4383-8814-4ff603f82941",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Performing grid update\n",
      "Epoch 8000: Performing grid update\n",
      "Epoch 20000: Performing grid update\n",
      "Total Time: 1241.491816520691 s\n",
      "Average time per iteration: 0.0124 s\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 100000\n",
    "\n",
    "model, variables, train_losses2 = train_PIKAN(model, variables, pde_loss, collocs, bc_collocs, bc_data, glob_w=glob_w, \n",
    "                                             lr_vals=lr_vals, adapt_state=True, loc_w=loc_w, nesterov=True, \n",
    "                                             num_epochs=num_epochs, grid_extend=grid_extend, grid_adapt=grid_adapt, \n",
    "                                             colloc_adapt={'epochs' : []})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d7adc28b-2c5d-484d-b3f0-3fae147fbb4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L^2 Error = 0.0210%\n"
     ]
    }
   ],
   "source": [
    "# Also calculate analytical solution\n",
    "def diff_exact(t,x):\n",
    "    #D = 0.15\n",
    "    return np.sin(np.pi*x)*np.exp(-t)\n",
    "    #return np.sin(np.pi*x)*np.exp(-D*np.pi**2*t)\n",
    "\n",
    "N_t, N_x = 100, 256\n",
    "\n",
    "t = np.linspace(0.0, 1.0, N_t)\n",
    "x = np.linspace(0.0, 1.0, N_x)\n",
    "T, X = np.meshgrid(t, x, indexing='ij')\n",
    "coords = np.stack([T.flatten(), X.flatten()], axis=1)\n",
    "\n",
    "output, _ = model.apply(variables, jnp.array(coords))\n",
    "adaptive = np.array(output).reshape(N_t, N_x)\n",
    "\n",
    "ref = diff_exact(T, X)\n",
    "\n",
    "l2err = jnp.linalg.norm(adaptive-ref)/jnp.linalg.norm(ref)\n",
    "print(f\"L^2 Error = {l2err*100:.4f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b263ffa3-41f2-407d-a507-b3c3a2f59ac8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b56790ab-26eb-48ef-a3f5-120cd9fe4c84",
   "metadata": {},
   "source": [
    "### Final Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "286f3bf5-7b85-44f7-b3fc-44bae9b6ec6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[3m                                  KAN Summary                                   \u001b[0m\n",
      "┏━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓\n",
      "┃\u001b[1m \u001b[0m\u001b[1mpath    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mmodule  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1minputs     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1moutputs    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mparams     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mstate       \u001b[0m\u001b[1m \u001b[0m┃\n",
      "┡━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩\n",
      "│          │ KAN      │ \u001b[2mfloat32\u001b[0m[40… │ -           │ bias_0:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │ - -         │ bias_1:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │   -         │ bias_2:     │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[1]  │              │\n",
      "│          │          │             │   -         │             │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[1,… │ \u001b[1m17 \u001b[0m\u001b[1;2m(68 B)\u001b[0m   │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_0 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[16… │ \u001b[2mfloat32\u001b[0m[16,… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[16] │ \u001b[1m160 \u001b[0m\u001b[1;2m(640 B)\u001b[0m  │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[16] │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m128 \u001b[0m\u001b[1;2m(512 B)\u001b[0m │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_1 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[64… │ \u001b[2mfloat32\u001b[0m[64,… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[64] │ \u001b[1m640 \u001b[0m\u001b[1;2m(2.6 KB)\u001b[0m │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[64] │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m512 \u001b[0m\u001b[1;2m(2.0 \u001b[0m   │              │\n",
      "│          │          │             │             │ \u001b[1;2mKB)\u001b[0m         │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│ layers_2 │ KANLayer │ \u001b[2mfloat32\u001b[0m[40… │ -           │ c_basis:    │ grid:        │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[40… │ \u001b[2mfloat32\u001b[0m[8,… │ \u001b[2mfloat32\u001b[0m[8,1… │\n",
      "│          │          │             │ -           │ c_res:      │              │\n",
      "│          │          │             │ \u001b[2mfloat32\u001b[0m[1,… │ \u001b[2mfloat32\u001b[0m[8]  │ \u001b[1m80 \u001b[0m\u001b[1;2m(320 B)\u001b[0m   │\n",
      "│          │          │             │             │ c_spl:      │              │\n",
      "│          │          │             │             │ \u001b[2mfloat32\u001b[0m[8]  │              │\n",
      "│          │          │             │             │             │              │\n",
      "│          │          │             │             │ \u001b[1m64 \u001b[0m\u001b[1;2m(256 B)\u001b[0m  │              │\n",
      "├──────────┼──────────┼─────────────┼─────────────┼─────────────┼──────────────┤\n",
      "│\u001b[1m \u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m           \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m      Total\u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m721 \u001b[0m\u001b[1;2m(2.9 \u001b[0m\u001b[1m  \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1m880 \u001b[0m\u001b[1;2m(3.5 KB)\u001b[0m\u001b[1m \u001b[0m│\n",
      "│\u001b[1m          \u001b[0m│\u001b[1m          \u001b[0m│\u001b[1m             \u001b[0m│\u001b[1m             \u001b[0m│\u001b[1m \u001b[0m\u001b[1;2mKB)\u001b[0m\u001b[1m        \u001b[0m\u001b[1m \u001b[0m│\u001b[1m              \u001b[0m│\n",
      "└──────────┴──────────┴─────────────┴─────────────┴─────────────┴──────────────┘\n",
      "\u001b[1m                                                                                \u001b[0m\n",
      "\u001b[1m                        Total Parameters: 1,601 \u001b[0m\u001b[1;2m(6.4 KB)\u001b[0m\u001b[1m                        \u001b[0m\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "tabulate_fn = nn.tabulate(model, jax.random.PRNGKey(11))\n",
    "\n",
    "table = tabulate_fn(collocs)\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "21481d51-c193-47cd-b8bb-c2c0c8739631",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "plt.plot(np.array(train_losses2), label='Train Loss', marker='o', color='blue', markersize=1)\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training Loss Over Epochs')\n",
    "plt.yscale('log')  # Set y-axis to logarithmic scale\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(True, which='both', linestyle='--', linewidth=0.5) \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "28134e79-a36f-4422-baba-2c50e44b638b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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E82YYhtEo2ETUMIyas3LlSowcObLiLvtGfvjDH+JHP/oRVqxY0WPy8cwzz/R67x//+MdeJi0HHXQQLrzwQlx44YV45plnMHnyZFx33XX47ne/W3E8ffrpp3HggQdW9unu7sbmzZtpFGhvRGlfd91qUdSwSclBBx2En/3sZzjmmGNqOrGqBRMmTMDPfvYzvPbaaz2iR0899VRle60/r1wu45lnnqlEpwCgs7MT27Ztq/nnvZHvfOc7SKVSOOGEE2p2zDe96U1VnZertY90Oo3jjz8exx9/PK6//npcffXV+OIXv4iHH364aht8Y7vdl6eeegojRoxQld9xYcKECVXvyWrfsdq56e7uxssvv9zjte9///s47rjj8K1vfavH69u2beuhANjfxYu937Oe7dowDMOoHZYjahhGTdm1axd++MMf4pRTTsEZZ5zR66+9vR2vvfYafvKTn/TYb/Xq1XjxxRcr/3700UexceNGfPCDHwQA7Ny5E7t37+6xz0EHHYTBgwdXyoG0tbUhn8/jxhtv7BHh+Na3voW//e1vOPnkk0O/94QJE5DJZPDzn/+8x+tf+9rXer1376Rg38H3v/zLv6BUKuHKK6/stU+xWBRLyPjkpJNOQqlUws0339zj9a9+9atIpVKV81zLzwOA5cuX93j9+uuvBwB6LTR86UtfwoMPPohZs2ZVlXu7ctBBB+Fvf/sbfvOb31Ree/nll3u5/1ZzPJ48eTIA9Cpbs5cxY8Zg8uTJuPPOO3u0kSeffBIPPvhg5VzWk5NOOgn/9V//hUcffbTy2quvvlo12n/QQQf1um9uvfXWXhHRTCbTK/J477339rjvgfD7K+x71rNdG4ZhGLXDIqKGYdSUn/zkJ3jttdfwoQ99qOr29773vXjLW96ClStXYtasWZXX3/rWt+LYY4/F+eefj66uLixfvhxvfvObcdFFFwHYEx09/vjj8S//8i94xzvegWw2ix/96Efo7OzE7NmzAeyRvi5atAhXXHEFTjzxRHzoQx/C008/ja997Wt4z3veg3/9138N/d5Dhw7FmWeeiZtuugmpVAoHHXQQfvrTn1bN65wyZQoA4DOf+QxmzJiBTCaD2bNnY/r06fjEJz6BZcuW4YknnsAHPvAB5HI5PPPMM7j33ntxww034IwzzhDP4fe///2qZUNOOOGESimbvnLqqafiuOOOwxe/+EU899xzOPLII/Hggw/ixz/+MRYsWNDDwKUWHHnkkZg7dy5uvfVWbNu2DdOnT8ejjz6KO++8EzNnzqyYWLlSLBbx3e9+FwCwe/duPP/88/jJT36C3/zmNzjuuONw66231uJnVJg9eza+8IUv4MMf/jA+85nPYOfOnfj617+Ot73tbT2MdpYuXYqf//znOPnkkzFhwgS88sor+NrXvoYDDjgAxx57bOjxr7nmGnzwgx/EtGnTcO6551bKtwwdOrRqjU4Nbzx3+/LhD38YAwcOxEUXXYTvfOc7OPHEE3HBBRdUyrdMmDChx2Qc2FOm55Of/CROP/10nHDCCfj1r3+NBx54oFee8ymnnIKlS5di3rx5OProo/Hb3/4WK1eu7KFeAPZMbIcNG4YVK1Zg8ODBGDhwIFpbW6vmEde7XRuGYRg1JErLXsMw+h+nnnpq0NzcHOzYsSP0Peecc06Qy+WCLVu29CiXcd111wXjx48Pmpqagve9733Br3/968o+W7ZsCT71qU8FhxxySDBw4MBg6NChQWtra/C9732v1/Fvvvnm4JBDDglyuVwwatSo4Pzzzw/++te/9nhPtXIcr776anD66acHAwYMCN70pjcFn/jEJ4Inn3yyVymJYrEYfPrTnw7e8pa3BKlUqlcpl1tvvTWYMmVK0NLSEgwePDg4/PDDg4suuih46aWX6Llj5VvwhtIye8u33Hvvvb2OwUqbvPbaa8FnP/vZYOzYsUEulwsOPvjg4JprrgnK5XKP96FKWRNG2GcWCoXgiiuuCCZNmhTkcrlg/PjxwaJFi4Ldu3f3eN+ECROCk08+uU+f98bzMmDAgGDixInB6aefHnz/+9/vVSIkCPTlW4IgCB588MHgsMMOC/L5fPD2t789+O53v9urfMu6deuC0047LRg7dmyQz+eDsWPHBmeddVbwxz/+sddn7Fue5Gc/+1lwzDHHBC0tLcGQIUOCU089Nfj973/f4z17P2/f8jDf/va3e5VVqQYr37Lv/r/5zW+C6dOnB83NzcG4ceOCK6+8MvjWt77V632lUin4whe+EIwYMSIYMGBAMGPGjODZZ5+tWr7lwgsvDMaMGRO0tLQExxxzTLBhw4aq1+bHP/5x8I53vCPIZrM9zlW1+1bbrvf9noZhGEZ9SAWBZegbhmEYhiFzxx13YN68edi8eXOv/G3DMAzD6AuWI2oYhmEYhmEYhmHUFZuIGoZhGIZhGIZhGHXFJqKGYRiGYRiGYRhGXbEcUcMwDMMwDMMwDKOuRBoR/fnPf45TTz0VY8eORSqVwurVq8V91q9fj3e/+91oamrCW9/6Vtxxxx3ev6dhGIZhGIZhGIZROyKdiO7YsQNHHnkkbrnllv16/+bNm3HyySfjuOOOwxNPPIEFCxbg4x//OB544AHP39QwDMMwDMMwDMOoFbGR5qZSKfzoRz/CzJkzQ9/zhS98Affddx+efPLJymuzZ8/Gtm3bsGbNmv36nHK5jJdeegmDBw9GKpXSfm3DMAzDMAzDMEIIggCvvfYaxo4di3Q6WfY0u3fvRnd3d82Ol8/n0dzcXLPjJZ1s1F+gL2zYsAFtbW09XpsxYwYWLFgQuk9XVxe6uroq/37xxRfxjne8w9dXNAzDMAzDMAxjH/785z/jgAMOiPpr7De7d+/G6Jah+BtqNxEdPXo0Nm/ebJPR/yVRE9GOjg6MGjWqx2ujRo3C9u3bsWvXLrS0tPTaZ9myZbjiiit6vf7uy1ci0zyg6uesPeX34V9i67bQTbvf+a7w/QBctmlH6LbOb4avEA04m0dup48vhm4blncPeBfK4Z+bIV+pOVumx23KhH+nAt8VL+7IhG77xf+EN+eO/9u7bbyRbSPDt58245XQbf9yYPg1BYCx2XGh24JnHw/f9mInPS4y4echdejBodu2vflN9LBf+XX4hX3la+H7jfw/9LD46Ft3h25769DRodvyhRI/cDm87aNlKN31teJfQrdt3b0tdNvT23hbevSV8Hv50SeHhW4bsuF1etytowaF73t4IXTbqLG8jbJ7efv2fOi2/3kh/PsAwMCnwq95ltzoO97Fz++7D/9r6Lb3viW8b3nn8J30uG9uHh66rTkzkO5bDsJ/z/ZCeP/xaGeOHvfu34Sfi5ZV4b+n61+rP9v2MmdyeJtoHRn+Wwfu5vdj8Brpt8rh5yj15gn0uJ3Bq6Hbbvpd+G999Xr+QBl1Yfi9+slDw+/HUQMm0uOmEH5T/bXrZbrvz14M79vvXB/eRgc+GX6/AcDImV2h2/7xgPDr+g+DSB8LoByE/9b/Yc/rl3lU7On1w0K3Df5b+KRg5En8PHz4reF95VGjwr/vsCKfNASv/Hf4xh27wrcNGUyPiwMOD9308Esv0V2v/smo0G2DBoefh9vOCL/fAOBN//cXodv+v3NerPr6LhTxOTyCwYOF3xszuru78Td041ocjZYaTJl2oYjPdTyC7u5um4j+L4maiLqwaNEiLFy4sPLv7du3Y/z48Tjh/TvRFDKOGvKmIeEHLId3gPkh/OE/eHD4IOn1cvi2INtEj4uW8AdMrtl9IpoiE9E0GbzmhYloC9meJZ8JAC2p8AdF8+DwbRjEB835TPiAGy3hA7M8H59iyMBhoduC4eHfKXhtOz8wkbakBod3bsFQfh4G0TYaPlgpNpFzDyA/KPz7DhwcPhhvCYQTXCKDpGa+b6oQPjgo5MPvqQElPlFq2R1+LvKDwvdNDeBtvylD+oFc+LYs/7pIp8Ovea4Yfl9kyX0BALl8+DXPBeFtaVcTP26a9XcDw39LM2/6GNQSfg5bsrxvL5PfExTCL8CgXfwR3DIkfN9MS3h7CYSJc3ZA+HkaMDj8Ow0ZwAeRQZosepDJekp4du4MyIR8UPi+2Sb+LAqaw9tonrSlQYP4ADJNnlOFLv48H0wWf/IDw39rs5BplG4K72dzA8InJU0D+USU0UyGmPmBfCKaaQm/YXNsYpflizuZAeET1YGDwtvLEJBxIYCgQLbnyG8l7RcAAtIHDH6dt8PmweH7FhG+rWngVnrcoW8J/60jh26p+vrOIANsR2JT4gamc2hJ6adM6SAFCAGXRiNRE9HRo0ejs7PnimtnZyeGDBlSNRoKAE1NTWhqEiZyvXYiI5bsttBNqRTvWFlflCmGt8yd3fy4LIrIVivJ3BcAUHKcw/o6rkSaRFpLWeHadIUPJHeT53BXSehUM+QWy5MHZpZP7HxB5g70HHZ38e/bVQrftxSQE5wRZg8EKf3dNT0+k+L7sQhjlizCBGx1BzyKWCyGn/9igbf9bC78uGVhYciVNImOSZ/ZTfo7174QAAIyOgjIJEqDcMnptSmQB0qXr/sxSxbspO1s0Uh4doLccux+K7GHLgAW4GV9eykIn7j5hLWHbJFHq1kf3V0O/z1MGSXh61nP+0J+zYvk95RBzqHU9tmznt3oinxJ1vYB/rzZuSN8/LFTOIcYED4BHjioejtLlQNAWF+PM+mM3F/v13EC2ER0HxKVMTxt2jSsW7eux2tr167FtGnTIvpGhmEYhmEYhmEYRl+JNCL6+uuv49lnn638e/PmzXjiiScwfPhw/MM//AMWLVqEF198EXfddRcA4JOf/CRuvvlmXHTRRfjYxz6Ghx56CN/73vdw33339fmzdxaBUsgiYIroLQMWxRLIkUXqApE2ShENFgWQci5dj8uWMKTIg7SdwVYAmcSwLEWbSESanYeuMr82LLqQZiuoWT+3JstdAoAciSoXSXQhECMwjtEFabU4CD9PLMKlQVoVZUGYnGOEC+Cqie5S+HmQIgT0vmHRA0ENwCK8aSKbkI7LFBcsAiNFdqi8loXk4LGtkWvDnhmSQmEnCU4WSfoJ8kJOE0txYAgRUSbnY8+EoqCEKZKup0DVRDz6mCIPSE2hAtYeMsLDvlgM7yNcI8MA7w81EVH2zE6RTkAaL7HfWmKeA1LbTjs+zyU1APtIhaKi2BW+8w6isAGAFJGIDx5afd90qQzw9OhYk0qnkK6BrDilGP/2VyKNiD722GN417vehXe9a4/Jz8KFC/Gud70LS5YsAQC8/PLLeOGFFyrvnzRpEu677z6sXbsWRx55JK677jrcdtttmDFjRiTf3zAMwzAMwzAMw+g7kUZE3//+99PVwTvuuKPqPr/61a/Un/1aAegKWw3Nk+Rxkrsn5RGx/LtCPvy4Ur6Pa86UBF3NJMeVVkGlHFJXNLlCTSQRdBdZQd0lRJtKJPcmnSPRBSnyXlTkWxHoOSTRhUA4DzwiGv5baL4agAz5rWVhX9coVlrMEQ3fziIaUh5z067w3/N6t7uigkdE6a5ekHJEedQzfFtRzBElhnFCW3HNIZXyjVmOV5GYsnST9gDwPo0pFGgOHYA0Mdaj50hSPjjuKvX73d3hbYLl0UoRUWZWJOGq+mGqHgDYQcYRXFXF7xv2fTXjDxYRZfmwLPIL8PFSibRRSRVBc0SZ5wOLpApIzyLWfzBfDGlcw3JEBw8JyREV2mfcyWTknNz9Oo6n8W+SSZRZUS3Z8Voe3aUQqUUTm4g6So/AZRRM9ihJ69iDoqSQAbEOm02qJeltiWyXBmYMen4VZkVdRTZY4b+1GITL3HKkLaVIeRaAendQmGQMANIpMvBlg7ouaSLKzFHIwFcY8GXIQzxQrHhoTAmoWRGTSuV4dzzgNTL4IpPNImm/e76Tm/xWY2SUJrNJ6bhsO+vvpObAJkoasyJ2z0ntjBqwkftRI81lg1Aq2wWQZ89HsiinGYxzaS4/D0yaS01thH6JtiWFjJtJ+yVpboH0EbvJfS7NH9jtyhaNJAk+g/UfJeG4NNWGLT5IizBMusvat7AIwybA0sSItRc25tkpPDPYRLRlUPXvWyomewaWrpE0N23S3F4kyqzIMAzDMAzDMAzDSD4NGxF9/bUccqXq0qZCObxOXdbVjAFAnhpPhF8KaXWbRS7ZNgl3UxB+3Ca6MObHyEiSaDE7eHb+pYgoNeJhbUmQ5qZYYEIlzWXS0fDzUBYNtdyiC1LkgRrMeCq5Ia5Ck1ORzbpLc2nJAhYRFa5NkXwnalYkRC6ZoQhDNCuiMu/w/ZgSA5Ckufy3SCZgYUjSOmYextI5mBEJAOwi55CVbhDLlpA+LZVxTydgKTyafr87/FFP+3YpOib1Wwxe6YPI/oX7jT3HWIkyZu4D8P7OV/kWalYkKMh4KhPpW1hEH0AmE/7MDphsV2VW5C7NpelIkjSXqAbzA6p/Zk6j044B6XQNy7cYPWjYiei2vzYhu7u6vKBQDi+WnCXSI2mw4pp/J7rmkgcFu/elATV7iLCbSc4RZR/sfpfS3Bqhpee6wztlPhF1d81NsXwqqY4oS97zlCPKpLll4cHFBjPFMpuI8jzPMnXNlZxO3dqa9DByzfGi0mdw11xm9sgkeYBQq5Lsq5HWMTTSXDYWF6W5mjqijvecZlGDtRcmuwOAnWRM3U3OL0s1AABkSVpLiezryTlUcktnsnXXxTMACMgEQeOay+5VaSGLTdB8LWbTur7CfR6Qm4NNujWuuV2uNUYBQX7rZyIqkc2FnydVjihxzW0eWP24haRPRDMmzfWFSXMNwzAMwzAMwzCMutKwEdHurWmUmqvPwwvl3aH7tbCIqLBq7s+sKHybRhrj6prryxVXgkaiBKsyZvTQ3RUuuRHNipi5R3ZI+DbJNZdFRCUHSgKVWZEV94IgH3d1ZRQjDwqnU1dk19zwbZqIBpPmsvYr9R8sgqAxJPIFNysi+0nSXE9SboYmus7aixQRZVEhLs3lCgXqHMqMxRRKGIZ0T6HgKSKq6HtY/8K6dklRQaW55OdI0lyGL2kujYgqzB2ZQZUkzaVt3/G+AHi/JJqdMZdl8szYIdzmqfzA0G35lhBpbibhEdGUamj19+Mk+zR4wSKihmEYhmEYhmEYRl1p2Ijo4G1dyDZVXyFkZkWpTLg2XpMjynJZpJwH1zqiUrCDrmYqDAr4doWlO4tEkaR9AMiTCMI2x5VkwJ9ZEUgdNV85J5qoPTtPNPKgMAWRIlzutR/5dtd2KBmrsBxRVkNQzDFn+enkukrRUsk8xRXXiKjUL9EcUdGsyA3RrIjVng55fgFA8w4evWF1RJnKQyrfwrZzfwXhXiXbmcFaWbhZU47RMY2JmgYW4eom7QHwFxGlUXuiQoiq/JOrWZGYI0rGhpryLRqYAifXHX4OpYgo8uG/tSkkR7Qp5+eeqBfpTArpGrgV1SLPtL/RsBPRoVt2IhfyXGTSXGSHhW4KIBg5EJiEKC0U8mKTTWY8wVx8AT5wY0pXjVmRpo6oqyQS4IN8Vhxe6rCZEQ/yZCIq1avNkoGmJ7OiwNNiiapen2LywNC0Q1Zjl0nEy4KM0FWKKUpz2WSTTEqkfokNFimKCSw3K4pmAMAddd0XL1ltZCa7A4BdpO4vryNKno3g0t1sOrz2oGxKRjeH7ycMHAPSb0WVMuD6HNspGNyx+5VNUrvZMwxAjlwcjVkRg7rmKswdaR1RaXHB0Rk3lZJqhjPHaHfX3FyXuzSXTUTTQ6ubMKaFWuNxJ5Pe86c+jv4Q/Y5ktwzDMAzDMAzDMAwjcTRsRLRpdxG5UvVln9fZitoAZlZEipLBXZrLjEgAyaAjfBuLlkr7spV8OSIavk1jbkBXkgVpLos2uUqaAL7CGqTJ2phUrzZLIhNSrRqCawRGXIUmp7+r7L4KHUUdUY1ZEasLKUXtmTSaRfR3EbMtgN8bLFqa8uVEIuCrbAwrqyFKRx2jrWL5FtJFMCl3rpvfN0zlsYvI/ruF0CRLRQjSLeHbFCVNGEzFAQAl0r65CaAf2b8Ek+ZK0n5X1cTuEm9LTAFCxyaK+5jJ/qVIKzfOC98mGnWR526K1BjVPK8lWHth7WGHoKIppYiB0uDqY5d0LtmS1HS6RtJcRfpZf6VhJ6Lb39SCXL76g3FHkUwoyQQhEKRqDPYQkXKt2CRAemDS70TriDK3QaGwNvlKksmhK5JrLhvks4koKwwPuBeHzzCZDyC48JHJrzCgpjX5yKiZ1bEE+KKHSgJH2ndUdUTZdjZW1CyWsBzn14RFAjYIZX2L1C8x+ZwvXBflAH8uywzNogYbv+a6+A3purgm1RdkOaKldHh/J93nLNfQdYEX4O2bT0oEya8iLYC1CZpjLjw82cSDtYdCiecbd5MLwGSwEtK1CyOyNBGS+5dS1BHVuOayxU2WSMbqDAM8fS0TJs1lKxYJIJWpTTqvpYj2JtktwzAMwzAMwzAMw0gcDRsRfe1Nzcg2VTdPYKu+bNVLswrKVv+kmnBMisJWJIlq9H+Py7eHHlchzdUYirDVKk20ia2wStJcFglkUp+MKM0N355KMymmextl50iSj7PzRFehJddcyckwAliERmOo1d0U3l0zaa4UrWbtm0VLM4KJSZp0IJKbKcPV5ETTL4nSUU+r3K7tRTIrYrWRmVFJl3DumcqDRZSiMitibck1cgbwKJZGKMCUPVIdUWrIR4xkpGdcs2Mdc41ZEbuuGnNHlkpTCrhRF3sWUYWTFBFVme6Fb2MqPNmEMTyemguT5ibcpSedRo2kuca+NOxEdMebmpBprj4RZTmiNAdGIYOlHaskzaXyT/IUEb4ul+aGbxPGQCr5HIPK2ASHYDbIB7E53y102PzBFt6WUtnq8pa9BI5SnwD8C7vK3Fj5EIAviHBpLv++mtwy9/ItihxRzWIJywkkUkxpIavY5OaamxdudF/lWxi+0lbl8iL1l3nz0gz8mr+2K7z/0Ehz2eKa6yR1z3bHxQdhcuYqzWV9FqCV5pJt5DlWyPORfgsp6dNFXXPpYekz0JdrLsv9lXLXC6RP06SJsO0Zj3mgDFr+ibSXXXzOTaW5AwZVn4h6qipXN/ZMRGtwHP0h+h12TgzDMAzDMAzDMIy60rAR0cFDu5Ftqf7zeUQ0fPlPLmLtpk2QIgssakENF4QFSdeARkloVZqi865kBLMiHm0Kv66yay6T5hJHAKmOKJP6UKMjqUBYOAEJ9WV2ucuh6Kq5tApN5FC8fqM/WERDI81l0uiW18P3ZZI8ANhdIO2FdAJRRDwlmImMFFWTDGiigEXfWQRdksqzSOCOYvh5kCOi4X0ae3b6MooSpbmkO2SRQI3xlaadsQiXSppbDO8Dukh7AIACebb6ep4zab+kzuFR8PB92bMcEJ5VkvkgQVIxMagLPjVolJyHd4RvHBDijh0kW5ubTqeQVqSUVI5jrrm9sIioYRiGYRiGYRiGUVcaNiI6ZGgXcgOqr9DsJCuANEdUkRdCo03CCh/LtdCsSLrniEqRh/qvoEo5ogXHOq66iChZ6UxXz1/++5ciEVOWI+opj1lahXY1/pDaUhNZhU6n+Aqsv7w+UruNreQLOaK7msJ/D+sjWGkXAOhuCd+X5VtJEdE02VeK3jBcc8ukKBY1KxJLAdU/31jq0xi7WY4oMysSokJdpfDz0JwRakIQXJ8LUkSUtWGq4hCimrI6KhzWJlh7kGqmsjzy17vCa7yK5VBy4b+V54jSw1LYdZXKRvGaqeH7yeMa0r4zg8O3CW5ymmc2ay8F4ouxexc/bqFMfuugAdVfF57HcSeT3vOnPk78hESR07AT0YGDC8gPrH4zMccwPhH1ZFYkPIVdJ6LSw9314S/tx6WY7sfWDNpK2fBOkhl/sPprAB+Y0cGKIM11LZAtDagzxBWa+S1IiyWuToUqd0q6pz85oKtrbk6Q5r6eDb8ATD4uXRtJxhmGNOCLoo6or48UB4NsguDJ9ZJJuUWTHsfBOLtX92x3M3tJCU4mTFZNJ2eClI61feZ4HpVrLpVaCnVEmZMym2xKz7hSS/h1VS0skzERXRRVyNI1Tsn0eU5dbvgwPFA0GLY2wVI9ugRp7uuF8DaRagoxKyokewaWzpg01xcmzTUMwzAMwzAMwzDqSsNGRAcPCo+IvkZUBzqzIjdEsyLHOl4S7GPZyiEr1QFEY1bE6q8BXCpIV5IF8w4uzQ2vxUWltwAPT7LVV0UQkJ1DaRW6q5sZRDB5nLAKTcyKJOUiK/3CDEWY9FbaTsu3CBFR1kZZHyFdGyli6vKZGnwdVzKJYVE3UZqrKCPEcC3lIUXHiiTisYv03yxtBZDKVYU/O9OCkZ+vOqJ50vZ15VvYPeUeEXGtCwlIdUTDz7/0jHMt0cJMFiWYDFkud+dm7thVdjfqYmPDtFBgMyCqKulZlCdfuZukeqR28d+6iykjBoSkFfkRINWNmpVvSXZg2AsNOxEdlAOaQtSNzDWQdSiqwYgi58HVNVdSGbB6WzmFUx518vWWI8q3sweb6wMc4BP2EskNkQa+KebCx6S55KG2h/Dfwwa+mrycQpnlGLnLoSS5ny+4ay5zQZXk42SQT7ZJE002UdWkDPiaULouvGlk/xJRyLyZlFualDApN3NJ3S2cJCZn1SzUOjvNChNR1vZdax9L211rogLCwoQwmqP3OUlHKhb495VySH3AXHOl/o59X02OKGvfmrbPxgJSW2LjHvbMKHfzcQ11z24JyTcWFrHiTjqdQloyiNif48TQnT1qTJprGIZhGIZhGIZh1JWGjYgOyALNIRFR5hrI66S5r4qzaJMszSWrr2yb8J1opJXsx6SWgE6a65orLpkVuZofSKvFbIW1m5wn6sAHIEulue5mRQx2DjUGEWzXoiinJHI/0TW3/lohlaEWiXIx2a5kRuQauYxnHdHwbVL0gEpzVWZFftoZl+bytu+q8tgtKCqYNLcs9GkM1zMo3VOsDeuMa8K3aSLvtP8Q0k/YNWd9hCTNlbaH4ep+DejMigrUrCj8uJJjtGvalqTc0fQfrnVEi6IJI5NqhEhzc/F7XvSFVAYQVNT7dxz9IfodFhE1DMMwDMMwDMMw6krDRkQHZgM0h+Rk/WU3MZghyRRSHovrSqiUi1UgVtoaQwC20pklq3SsTuie7Sx/JppVM9e6ZMUiXyLjpRAca4wCyLLyLorojOuKe6bIc2DYeWLmKHJeDtvGvxPL6daVWHCrAyiZFbE2yvJ90kLBPppTRY4bRXkWwL1Pk/pfXR1RP+fCNYJeEHJEWdSIRUS7Wf1A8PuVKUCaMlLUx+2aa6KEGrMiXzmiGkWFax1oFkEEdJFNBvs9ZZL8KPsVhLdvqs5R5IgyhVMqECKinsZE7JnBzMwAYCeLgoeZFSU8Imo5ov5o2IloUwZoDumP2OSByW9VJgSKKrfO0lypY2V11EhH1C0MfDWyJdd+QHxIkyd8lkyydhW4u63rg41JTgEA6ZDOHv4MtXTS3PCuRvPwZwM+NiEE/DlbUkMRxUCSqbFp+5WkueSmKyss/qKQ7rKuR+qf2QKZtIDDpLveHHWZYZwgzeW1kd3MXAC+uMbu5VyaH7gchNdN1txTdEKumIiytubrtpAWspi0XyXNJRNVOplUTGCZuaDU3+1kaSKOC8eAu1mRuGDqSZrLFiakdA5mVpTKVTcrSglmfHEnXSNprslQe2PnxDAMwzAMwzAMw6grDRsRzaXDa/rt3hV+WnidNO23qo5YvsUxcinBVjrZ6qu04ktLmkhmRZ7OMa1LRr6UdH7Zb2V1yUS7dyJNKpdJfVIF/sq3hO8nrUKzyIQk94tCWaqR1rEIGDOnaSpwOSWLXLpu05ASOgHW36nqJpNtUlQzINF3HtHg/QeL9rFyP8yIBHCvjbxbcT/Se9Vb2S4/0lyNUkMDK8fhS5orSeHZ/Sh9Jwbr72j5FkmdQ9t3+H7SNWXSc1bvWlI/qQwGHevONu/gzwyqjAg1K0p2IdFMKoVMDaS5GU99Q5Jp2IloPh1e7JflyPh7wLABnzCg9lQ0mk5wySRVzMWi8jm+r3OerTCDpTIV8pCWaqixgRtrS1KOKJXfkgeXRuZDpblC7bbXqVNh+H7S/cYGhJp7VSOzZ2hcL7NZIv90HGQCfBFByk+PAteJqNS3UNdchTSX4VwfE1IOHT8u69O6usJlsMxRHuALR7y/c88FZ0hyVSpJpU7fwsIb+T1pIWXAFdF12zHfW/JBoM9zT+Ml1r6bJL8Cx2cRC0IAUqoNmYiSSaq4r6Z0PRn950mdYQDYwfqBfjoRTaflevT7exyjJ3ZKDMMwDMMwDMMwjLrSsBHRLJHmFotuq7qSOQpDVUeUrEKranXRBSz3z5RcdaOArbCy8y9Jc5n5AV1BVayS+jJOYRE7KXLGpbnuUc1CBKYgEq4RD5U0l8ispGvD2ncQQbRUI/nVGKFR11yNNDcSsyLeL7FI4G7Hmr8A79NYlFDnUh2+TTQrItGz7m6mjJL6Z7bV3TRL81tZH8Gk2l2C6oebFfmJgjEFiEaay52S+XdydcEX610r6tOzMSl3weefSaW52ZCIaFZIN4o56UwKaddC9m88jqMK5pZbbsE111yDjo4OHHnkkbjppptw1FFHhb7/3nvvxaWXXornnnsOBx98ML785S/jpJNOqmwPggCXXXYZvvnNb2Lbtm045phj8PWvfx0HH3xw5T1bt27Fpz/9afz7v/870uk0Tj/9dNxwww0YNGgQAOC5557DpEmTen32hg0b8N73vne/f1vDTkTzKTdpLnuY+kIa8Lm75vLPdc0RleSqpWZmc86/E3vWasbFAelgqKuoWOQ6fBu3+FfIdcgkViPNZUgPLlc5lJSLpZHmsmeKL0UqU0xKzzjXfCspf5e175KnJ4Qm97REB3xkP1H2r5Dmku2+XC8ZkjTXdQLGSi0B/F7mpZaimZxxaW64RFmalLC+J6fIm2TI6SfENZfliCrc9aUxBsNVei71H1RyTaXl/Lh8UdTdyZ6l2mik/SzVQ3IeppUlUH3SHfZ6UohSmnvPPfdg4cKFWLFiBVpbW7F8+XLMmDEDTz/9NEaOHNnr/Y888gjOOussLFu2DKeccgpWrVqFmTNn4vHHH8dhhx0GAPjKV76CG2+8EXfeeScmTZqESy+9FDNmzMDvf/97NDfvWUw4++yz8fLLL2Pt2rUoFAqYN28ezjvvPKxatarH5/3sZz/DO9/5zsq/3/zmN/fp95k01zAMwzAMwzAMI2Zcf/31mD9/PubNm4d3vOMdWLFiBQYMGIDbb7+96vtvuOEGnHjiifj85z+PQw89FFdeeSXe/e534+abbwawZ/Fj+fLlWLx4MU477TQcccQRuOuuu/DSSy9h9erVAIA//OEPWLNmDW677Ta0trbi2GOPxU033YS7774bL730Uo/Pe/Ob34zRo0dX/nK58EW8ajRsRDSdCo9OsALOTH6RVtRJYquZGtdcaiSgcMPTyIE18rm+Ne/awM6/9FtdpT5iRJRFPRVSHobGAZE6FZKFUk3heCmaysLrvA5g/FzvqOuz0H+w9i31PVHgalYkRbHYT5Wj66wtuX0mwH8Pux+ZIyagMemhhxX6Oz9uxwzJrIinXYR/Xxb5BfhvlYw3XW85qX927SPEVBuFIaIrqrrJjuaDu0r8uMzMyJdZkSTzdjXHywlmRcyEsRji2l8scyfeuJNKB0jVQM3Q12N0d3dj06ZNWLRoUeW1dDqNtrY2bNiwoeo+GzZswMKFC3u8NmPGjMokc/Pmzejo6EBbW1tl+9ChQ9Ha2ooNGzZg9uzZ2LBhA4YNG4apU6dW3tPW1oZ0Oo2NGzfiwx/+cOX1D33oQ9i9ezfe9ra34aKLLsKHPvShPv3Ghp2IGoZhGIZhGIZh1JPt27f3+HdTUxOampp6vW/Lli0olUoYNWpUj9dHjRqFp556quqxOzo6qr6/o6Ojsn3va+w9+8p+s9kshg8fXnnPoEGDcN111+GYY45BOp3GD37wA8ycOROrV6/u02TUJqJVcC3f0uTJil9l3qGIXLKVzjRZXfVl2Q74M6BxNisS8mFd8x/F2mLMkIjklKjs3lkERjBHcY2yaHKxpPwZtjAZRSBQipRoynXQ49JELm6k4fyZJASmUYBockR5zjbfl+WBsnaoia5r2gMr6cPuVbm/C4+k8POrOA8asyJHkx6NaZO3HFGpjqhj7U3pmrsqp6RIqmv7lvoP9lv52I8/k12f55L6ifUt5cC9f2bnNyOUwGEqplJQPfIZ9npSSKX3/NXiOAAwfvz4Hq9fdtlluPzyy/UfUEdGjBjRI/L6nve8By+99BKuueYam4hqYTJC3tn4+Da65HtXIyNpO5Mvawx85OT7eEkFZYfg8G2+zIo0BbAZdGAguKq4mhVRdz64u3QCgKuHTGRuvIrz7/yZEfxYlTmbyjXXfaLEDEc038kVsY4oGYyz8bbkEr67xGoexs81l9dTDR/kS/0S69uzYuqKn3uZtYmcori3ZozhiiYVwdUFX7coyiaTwkTUl+s2qwuuMCsKl+ZWfz0ppFIBUjWoAbz3GH/+858xZMiQyuvVoqHAnsleJpNBZ2dnj9c7OzsxevToqvuMHj2avn/v/zs7OzFmzJge75k8eXLlPa+88kqPYxSLRWzdujX0cwGgtbUVa9euDd1eDTMrMgzDMAzDMAzDqANDhgzp8Rc2Ec3n85gyZQrWrVtXea1cLmPdunWYNm1a1X2mTZvW4/0AsHbt2sr7J02ahNGjR/d4z/bt27Fx48bKe6ZNm4Zt27Zh06ZNlfc89NBDKJfLaG1tDf1dTzzxRI/J7f5gEdEqcBmhp8gDk+Z6Kt8iSWPY6iCz/tZECTUr476iCxRptdgxIspWUAHZ4CD8uO7tN8PqWArSXBZlYYuvGlMQ6V6Vyh24EjczI41s19fnMvmcpm6ypm/RmBWVmBlJUP/1XlaOCuDn2FW6CABlIr9j97mmX2LkBLMi1kbZ80/TL0kpPK7PMSn6W3KMIor3o8dUnNDPZKlBGjWA6lkUvo0ZGeXSGmmuwqyISnMV5VtMmisep68sXLgQc+fOxdSpU3HUUUdh+fLl2LFjB+bNmwcAmDNnDsaNG4dly5YBAC644AJMnz4d1113HU4++WTcfffdeOyxx3Drrbfu+Q6pFBYsWICrrroKBx98cKV8y9ixYzFz5kwAwKGHHooTTzwR8+fPx4oVK1AoFNDe3o7Zs2dj7NixAIA777wT+Xwe73rXuwAAP/zhD3H77bfjtttu69Pvs4loFbg8wz0njcE6BY1zJZtsitJctq8iR1QzYYxisqmpWcbqkrGHiNSWvMl1HB9cTCoFaFw6+UNa45qbSbk5W/oaNGvUtboc0XjJ3SVcF966pXtVkXbB2oQmN5J9riZHlG2n+aPESRYAdjn2dxqfb400t9BEaoYrFqR5fWO6qzfoc4zlbEsL4YoxBsN1oVB6FrnmR+uuuXsaji+3aXZ+JWlugUyswyac0u+MO6l0oKoc8Mbj9JVZs2bh1VdfxZIlS9DR0YHJkydjzZo1FbOhF154Aek3FCg9+uijsWrVKixevBiXXHIJDj74YKxevbpSQxQALrroIuzYsQPnnXcetm3bhmOPPRZr1qyp1BAFgJUrV6K9vR3HH3880uk0Tj/9dNx44409vtuVV16J559/HtlsFocccgjuuecenHHGGX36fTYRNQzDMAzDMAzDiCHt7e1ob2+vum39+vW9XjvzzDNx5plnhh4vlUph6dKlWLp0aeh7hg8fjlWrVoVunzt3LubOnRv+pfeThp2IloPw1WbqGqhYNXet6RRHsyLX2qVANOYdUUFXi8lvlaJ5TJqbIrXFfLnmFoW6hWwVurubORXyVVR2nqS2xCOb7s7DCQswRoJOCujm6lqW5O5MmitELl2fC97aihAVYnVGVQ6qzuZsipQBsms2J8hVSUoBkyEz11BAGwV3OxcsdQIAujLhv1UllVek/7hCFVmCtIT9VmbCKElzmfyWRzUlY8L6p4NJ0tzurvCK7v1WmpuqkTQ3Xpk7saBhJ6IMVvCY5yD5keZKuE8YFRNRNsHyWOA6bhNVUbZEpYLh+0kyIFa+pSa9ZRXYYkkhy3PHXAe3mlwsWZpLNpJT6GtgILVtdv7jKHpylX9qyre43m+Ari3RXGVH2S7gL1/Q9dqwgTrAz7E3V3k2ESVeBgCwk0zIdTmibJu7HFvz/HNNMfGVI6qR7bLJpiRLd3bNVTglMwd3KdVD4+bN0Iw5ebCm+okKez0ppNKBk6y22nGMnphrrmEYhmEYhmEYhlFXGjYi2h0AYYulNHqjkAK6GsEw+RAAuoTqGtUU91VEWjVF5xmSJNgVTc0y15qHsvwzfHWRtRbdCio5riCHcjVAkaIHBSazEvbNMqdqlaGWH2l03IiqdqlrKoIUedAY0blKMaNqDyxqxGR5Uh1RFjXSmEG5IhnelIiSo9jlbjjEtsvGV3y7K67PMV8KBV9IEVFmxFMqhw+JpWvuKkvXqC18pdpIY87u7vDtYRJlJl1OAlG65vZ37JQYhmEYhmEYhmEYdaVhI6LFcvgKF1sdlHJDXKFW/IqacCzqKa1u+yrfwrd7qu3oKW9VExGlOaJS+RZyntg2CddSCCyyAAhRFlWOKNvGz2GObGfnQZPjpYG34fiFWmkEhoR9pNIB7J7i5RfoYWlkQjQPI81fE2l1zhEVIoGu16ZY4Pc5jwS6nweGpnwLM1ljyihWRxHQ5f9HUd6FXXOxjrmnSBd93pD2K5VvYRFezbPINT86qucJrQsumA+y89QV8pzq9ugdUg/Saa4K68txjJ407ES0uwxkHKS5rg9agD8wWaegKdDMJpu+XHMlpzxed0yQUnkyimGwhQBRtkR+q8b4ihW5DuiAjx6WoqlbyCYXzABFcqdkD39p8sDOhS85FL/m7sf1haaGrut9I91T1CiDybyFyYNrewD8uebSfRWyRzoBI4tGXcLiJZ+AhW+TzgPrXqhrrmBWxCSI1LRJeMaxlAFNv6RJP2H3sso1l20jv7UWNRldoAv3itQr10VRTY3iqJ7n7JkdtoguLa7HnVQqQCpVA7OiGhyjv2Fzc8MwDMMwDMMwDKOuNGxEtFAONytiK2a+Ihps5VZKHHdd4VOZFSlkFppVR0bcSrsA/syKgoBIcz2tuDG5nyTladoVHtosFlkdUf6d2HapPbDIRIacQ+m4vsq7+EJa/Xbdz1e5CGrORvolncxb2tfNcEtqK77Kt9B9HZ8ngPv9KN8zbr9HkiizfivXFR5CZzVGAaCbhC7l+sZ8exi+rrnKkM+TWZGmjiiXnrtL+13VOVKk0Ff5FoYkb2ZKu1CzIlL/OQmYWZE/GnYi2lUCUiHPGdbxaga+DPbAlDpWXqPR/RL7yhHVEDf5opg/46mOaDkIn9ilSMVkX3XHpAcXk+bu9JSXo3EjdJybicfVOEaztpTxdGNI15VRJskwdJIqnAjnVAThFPlqS+ye81VHVIJdG9eav4D7Qq3KcZ5sy4muuW4SZek8aBY1vLnKO97LGtfcKJB+J/s9qrrrZHFY45rLP5NvZ+2FPc81OaJhv6cUs3bSV6yOqD9sbm4YhmEYhmEYhmHUlYaNiO4upYCQiB9bMePOaO5mRcxJq1twJPUmzSVGMSxKqzFBikyayyK8CsOWYsFVmqsxK6q/a25RkI9nikTm1u1Hmis5W2bZdVUs3rpKrn1FFkRpnaONnxR5YNFUto21FUBQrETkwMyjnmw//p1oTVpFe3E9/9JnctdRclxf0lzhsCzyw9MJ+D2zm0rEhfsxZgETsf9gyimyzZdZkdSfpYls2tWRG+BybK4GcL+PfZk3SueQS3Orf6ew15OCSXP9YafEMAzDMAzDMAzDqCsNGxHtKgIIWfCkEUZPZkWa/DtNLgv9TmyFj5Zg8bfy5Rr1jCza5CtfkGwXUoqd0dS6ZTmiNIoimILsLpFIqxh5YNFq95vZW44XaUs5T8mErnll4nFJe5HuKdbfsXOkMRuRInbs2CwHLI4Ga+z8S88T1/5O9ewkxmIZki8P8BzRXDczK/JTxgbw2H8wFZMiZ9s1r1JVPk7RL7nWXdcYdWlyRFn71sB8SUSzImrqFFK+JeE5onvqiOqvhdUR7U3DTkR3lIBi2ESUdLzsAaORSfDEcXdpLnvCSwO+FDkPJeKApnLjjeHATPPQ42ZFGjfN8O1ZWtnNHc2Dy3WxRJLAMbmfRtabFgawDNeBpOa+8YW0wOC6r2bg6+x6qaj9qKkjyu5VTRvVtAe6EKCYMWrMonwgNd8Sq6dKax/n6HFZzVpNPUpf55D136KLdcyQnkWsfbN0JI1Rl6uB3Z7t9R8vSf2+izS326S5leMYPbFTYhiGYRiGYRiGYdSVho2I7iySiKjjyrhKXqSINjHZI1vVlciSKFagMStSrIz5kne5Ilnbl5jUh66g8s9l+zKzIinSSsskKMyKWBvVrEKzyIPGnIZJ+qQAuasxhSbCpYlauJZo0dQRZduke8qXORuPaNBdncu3+KopqYGdf41xDVcT8e/EziEL3ghVKGg7zBLTpq5iEz2ur/ItGth9ziJg0v1I6/p6qkWuwbV9y9JcP8aEDF05tvBtUu169lwOrSOa9IgoAqRqIJNOORqv9WcadiK6e1cW5XT1n+/LNZehqenE3P3YZFKCnQcm29UMqOOYM6WRLbnnTLm7dDJHXYDLvBlswMcWJgAuzWWLJVIuFnPG1eQEsltOaqO8j+D7MqIYuGlk6a6uuSw3D+BtqVAMl0xKMu8CyYlnst09290motJiCflKkeTps34fcJfm+nLNlaS5IUOAPfsq6qmy6ypdc0YUz0fpGaeZvPlAk06gGde4LmRJz6lIPB8keTPrg0M2KWIiscCkuf6wU2IYhmEYhmEYhmHUlYaNiHbtDo+I8hW+8GNqVivZ6pQkk2DJ91SGIpmCkH3Zd9K44Un4Ov+uyI6CzDwlfD/JHMXXb2UOfczApyy0US6BI5EH0ayIbdOY04TvJwUJnc2KFPcFu89FCa3jkrsk6aXSXFezHLi7XvqMYrk648p1RMm+ETiBayTg0bjm8n2zufALy/olVvsY0NWkZbeVyjXXtVa28KE0iqiI2vtSgLi2b1YTHHA3qNKoAXyNA6RnAlMLhKmUuhIfEQ2QqoFrbi2O0d9o2Ino7l0ZlFLVHyZpWhIi/Ji+pLnSQJIVIGe5eeJ3cs2lULh/RiXNdS1NIg3MSp4GqGzg6ytXlj2b2IAO0LhTSnJKt22AIM0l2/JS3pmniWgUMjeaV6aY4KpyRJlrLpOGSgsTCpm36+KDNMH1NRF1lVxL/R0brPNz5GnSIdyrrN/XSHOZQ3NJURrKF5r7kU3Y2UJsFP0ZoBjXKBaHdWX/fN0b7sEPlh4RNhFlaTRJIJWuTekVk+b2xk6JYRiGYRiGYRiGUVcaNyK6O4tiqvrPbyE2nr5qfDHXXMmsiLrmKsyK2OogXS0u82bF5LVJQ1ot5oWfw/eTpbludQs1sIioVOiZrbgzcxpJmsvrRvKGxs6/vygW2eZJiqaR0EaByhyFSXOLklQ7fJvGgVmjfIjCCZydX6m/42qX+pvYaaS5XKap6ZeE0JC7nxyF3efckI83ftYmmCIojgoQmuKgiIiy/kN61ueYWkujwiNjTumZwMacodLcxEdETZrrC4uIGoZhGIZhGIZhGHWlYSOiO1/PIluqbvXfgt2h+7nmAkmwiJIU0WBRT02OKEOTS8GiFnGsq0eNHKIq38K2KXKxWARBlSNKck5YGy0UwstxADxi2i2s5DMzI1quQ1i+89VHsLakMZGhn6nJEaX7uq+Bsv7OVx1R6fS61sj0FV3XwHJwZXM211qK4tcKRRPQd82TY7WPAd4vlQIeGmIBkyjMaUSFgqtZkUIBounvpDYcBqsJDmhUEdEYEzKkvp2pmHaFnKfdSa8jauVbvNGwE9GunRkUyyFmRbSeXPgxpQ7DdZBflFxzPbkcOhd+VnQ4vqRoURkjuE5EpfUD9vDSyHUY7NkkSXOZvJxNLHZppLniOQzfxq4NUTSJx6X7RdRGo0BjgkQnSt4cmOmuzjXypIUhOoD1NMhniOZsjouMmrrJ7CuJdUQ9mdSx86+pG6l5PrJaz9TVXPjCrovSGmluyrGurASdVHsyK5LGjWyQrlrAYYswQjpYy45C6LZ+W0c0FSBFHLr7chyjJ5HPzW+55RZMnDgRzc3NaG1txaOPPkrfv3z5crz97W9HS0sLxo8fj89+9rPYvTs8gmkYhmEYhmEYhmHEi0gjovfccw8WLlyIFStWoLW1FcuXL8eMGTPw9NNPY+TIkb3ev2rVKlx88cW4/fbbcfTRR+OPf/wjzjnnHKRSKVx//fV9+uz87iKygaCvqYKvmnAsCMBWMgFuHKQxK6Kf6SiP25/tDF+yRwaTEbJzD7ivjEu/hRkcqCTijjX5sllJmhvuwMFW3EVTECrNpbsKBhLh26QoSxRtNI7QqKdj7VKAKzVYTUNJWsf6b9k8zK3Wn+aZoYFdG1clDOCuAJF+p2vkR5LtUpNAokSS+n0uzeXfyd9zzE0qnyoLUmJHzbUmhSfnSTrlq3yLpuxfOYJyP3LJQGJWFDKs7ur7cDtWpGtUvqUWx+hvRDoRvf766zF//nzMmzcPALBixQrcd999uP3223HxxRf3ev8jjzyCY445Bh/5yEcAABMnTsRZZ52FjRs39vmzm3cUkS1Wlxe4uuVJuR8MKsdRSHOlB6Yr6bz76CqOdUR94Tog0chKfUFdcwW9KpPmNu0Kl/l0d3ELSVa3UDqHtAA56Rn7Wxt1RZxMOg48pJx4Bu27BWmupvajazcrLZbQMb4nKbcv11x2v7G6yD5x9WaQFnhd66lK26NYmJAWH6JI4dEgteEwxImz45BIds72tOisqF3v5JqbdGmuueZ6I7K5eXd3NzZt2oS2tra/f5l0Gm1tbdiwYUPVfY4++mhs2rSpIt/905/+hPvvvx8nnXRSXb6zYRiGYRiGYRiGoSeyiOiWLVtQKpUwatSoHq+PGjUKTz31VNV9PvKRj2DLli049thjEQQBisUiPvnJT+KSSy4J/Zyuri50dXVV/r19+3YAQPPOAnJhEVHHhHVfZkWSEQx1JC2GL0Nr6gdqDJKYRE5edXSTwGngK+M8Ck7rGiqi60wqSI096FE5TFIiS3PdXHOZ+QzAo1ySrLeUDz82M5GRpFIaKWajQGWCQqSVmclppHWa2o+uEXTJ+TYKmSZD6tuLhXAFgybS5+s8sGcrU3Fo3IOl6Hk+ZtI9TV1fJpUPEL86opoIrmv7jmOlADEdjIx7wiKixGg3EZhrrj8S5Zq7fv16XH311fja176G1tZWPPvss7jgggtw5ZVX4tJLL626z7Jly3DFFVf0er1pVwG5UvWJKJNuFItuD1pAMREVZI/U3U9jxU+O65qnBWhLLMRrJK/JmdIMVlxdJDVoFku6HF1zpbZUIJMHX1IqeeDgNoDqb665moUuhqt0VOpb2PmX843dfquYG6lwHXWFlquS7kfHPk3OEXVbeMsIDpVcnsgWeHmDYP2SZuKhuuaOiz/SNadjDHI/SnnXrBN2ldf6hAcp3BfQkybN7equ3va7Q15PDOmUbBCxv8cxehDZRHTEiBHIZDLo7Ozs8XpnZydGjx5ddZ9LL70UH/3oR/Hxj38cAHD44Ydjx44dOO+88/DFL34R6SoPjkWLFmHhwoWVf2/fvh3jx4+v4S8xDMMwDMMwDMMw+kJkE9F8Po8pU6Zg3bp1mDlzJgCgXC5j3bp1aG9vr7rPzp07e002M5k9EcogZMWpqakJTU1NvV5v2VFArrt6RLS7KTzqSWu3eVqkk2SP1N2PudtKzmiO8ltfUULAXfYYRfH3PR/sZp6icZHkslJB9ui4WJcRovZM3sxWV6XIA5XminUjw7VCvgxDzOhIRlVHlGyT2gOT5kp9u6vLsnifezJ0YREwjUkPq/urkax7U3mQfsvVWRjQPuPi5ZIq/VbnsUAMo5pUUVHm/Qe7VzWpHpGgcM0NUw1K/W/cSaVTSNUgmlmLY/Q3IpXmLly4EHPnzsXUqVNx1FFHYfny5dixY0fFRXfOnDkYN24cli1bBgA49dRTcf311+Nd73pXRZp76aWX4tRTT61MSA3DMAzDMAzDMIx4E+lEdNasWXj11VexZMkSdHR0YPLkyVizZk3FwOiFF17oEQFdvHgxUqkUFi9ejBdffBFvectbcOqpp+Lf/u3favq9XEsASHlEzWSuzBZJpBxRar3uqY6oa14I4C8iSlfcFZEF11xZgJfPca0xCvDfWvSUP6rJEWVRe3YONXVa/ZlLuOee+kIT0XBFVAN4wrlchBTRUOSIOvdLihxRqS6qKzRfUOrbaVQofD/5/HrKNyb9VoGcB6biALiXhGiiliUGg4pr7lqqRlO+RVOTlhFF36PJz9V4DvgKKrNxpfQ8Z9curORaoTvhwaJMes9fLY5j9CBys6L29vZQKe769et7/DubzeKyyy7DZZddpv7cXQNzKOZzVbc17QovgNdF6oP5Kk4uDvKJEUzzjvAajWlBIuBsVqQYrKgMZmJo9uK6qCG1FVZ3z9dEiDWXbE6YMDoObmVpLhnwCVIgZyl3wp+n++IqrfNlRuTLzbuoMCuSTYX4dtfj+oK6FivMitg9pzMrct/XFXoehE6W1aTVPOPiCO0/yMWRjOiigP0WyfTVtf+Io2uu9DxnC8S7i9XPQzHk9cSQTtXGaMikub2wqblhGIZhGIZhGIZRVyKPiEZFV0sOZYeIqCaKxdDIHpnNPI1oCN+JrVLQWn5ey7eQ42pWoR2jqZoaayyKIpWDYFI1jYzNdTWe1RgFeB1Rtk0yR+kuVL+HAV2NRo2cMoYL/ZGgkd65HpebjUh1RN1VBkxaqjIrikDlwSKBvuoml4W6ya7lWyS4XNUtnQDwl36igUkxXSPkgHuajkqa6xiF1XyuZgzhKyLqq3yLuK+LNDfk9aSQygCpGpRvSSX7NHihYSeiuwfkUGyqPogd9urO0P1YXo48eXC78aUOo0SkuRp5ERvH61xzFbUfHR/wvgZ0mvwZjQOza96IRhXCavLJiyVkgErar5SLxa6rlIvlq+6bL3zleFH5nKeBpC/4wo9742dSSwAoZ93ORRSTDoC3F01bKoev4Qr+CnwiGsU9x/qsnLBApllsjQJXF2XAvY8Q21LMJIyaOsRsUTQqx2iG5nkeVkO3kHDXXJPm+iPhLcMwDMMwDMMwDMNIGg0bEe1qyaDU1Pefz1Z1fa1sSavbbHWKrWaK0lxH+Yu00kmNdqSIqKP8VnSYjMBZVCPzLlCzIvZbPf1OT1F7SQJH5X6athRBbTeNVEoTPXCNaEjmHUlDlzLgKPeLSJpLpZgkOia5WFOXcPJbJJdw9sxgqNIUmMGaJv3Ek+pHdDol213bAwBkiVxbY2rIU4Pq/7zWPE+ikuY6G2QKY072PA8b15SSHhHNpHieRV+OY/Qg4S3DMAzDMAzDMAzDSBoNGxEtNGdRbnaIiJIIjFQLjaExK6JRT7aqK3wn9nP8lW8RvlPcckQVxggsSlsQwk0s6sm/kqfzIKygsrwItroq5oiSnDQpCu7LXMLXgqdrxFQ0G3GsPaLJj44CXY5XNAYzvnA1p2kSciNZuSX+7HSPOEdx7jXPuKThzaxIiirzrxU7XJ8nmprhURlksrrgYWZFxa5kx71SqRRSNcjvTKX6T99QKxp2IppqAdLNIdscDS9ca8lJiLJHheMd/Vy2TWVW5C6Bc91XGkhG4fCpqltIzYqItI4YDkloJliusjDJpdO1Tivgb3HCV71ghiSfc4VK1RRFz725aSqkdWzhwtdEVLzPHSc0otkIaS/UhV34wuzZyeoISpdcGqy7HpfuS02bFGZFComnBlezM2kMQaX9ihQe18/ULIBpzM7oNY9AXqtBE/wIW3CSzANjTya9568WxzF6YGfEMAzDMAzDMAzDqCsNGxFtbi4i20J0fSFooli+IiUFurpd/7IlcTRy8BX9klZfXaPrUlthMnDN6qsrolEGke6WsuGFtXLd/B51NUeRtsdRaulaB1Aqv+ArOpk0NH2E62mKok6oBJPKS3V9mZRek9biWqfVFyrVjyL9xBea/oO1CbbNVx1RX0iRalaHmLVfjfrJF6I018GsqFhKdtwrla6RNNfKt/SicSeiLaW6T0QZRA2FjOiaG75zFK65Gny55kqkIph5aFwkXSebacFF0rU4vMqxUeHSSaVUksy7H+VxMSTZrq86olSWF8eZPiFpOaJiOgfJ8dIsXrKJR1h9QUDOifclfWZIEzAGfU5F1O+4LmRJ/Ueu262P0Ljm0v0UOVKuC8fSdp7n6ceRWzo2a96iay5ZPC52VT9wKeT1xGCuud5I9hKFYRiGYRiGYRiGkTgaNiKaz5eQa+p7JTxatzCipHNvrrnMRIZEqkTZEqu3pXK2dPtMn1AznUL4qqJGmstq7mnMijS4mhVJbSmO0ly24EmdCoVV6EjMRhSqCNdoiNh/uEaqIjJRY4oWTb/Ejiu1pQJR0bBoKdsGCNJcYh4mKUDodvKVvKUiRJR+4gtuXqVwzVWYFdFLHjcJAtzNijSuuVE5tDupmFwdx+KCRUS90bAT0eaWEnItfZ+IRpFXJnYKnlxzU6x4tqZ8i+IhTZ0XPcl2GRp5YsFTvjGT40gyH195zDxH1L18C3fNDZ/oA+5tQlJ+ZfjHOuNckF6TI6oYSPoq3+Ir790XsXS9ZBMPso3lhgFcmttdCB9uSDmidDDu6fyydia27QgS+zQLWZopgquDrWYyGUleu3BctoiuKcESxxxR+swO6wNKyZ6IWo6oP0yaaxiGYRiGYRiGYdSVho2I5vIl5EOkua4GKJqVLU1xYR4NITXhyjwi7GrWIK5IagwBHKOeSasjqjErcq0xuj/bXXE1KxINLVhEVJRTkm0xXIX29rmOEQ3NtWGGImKkxNNTK461H13RPDN8SXN3epLmsmenr9reGjTSXF99BJf282vufJ97qiPqC41TMk3pEhqpL0WFZsxZcEjbCgrxk1P3CZPmesMiooZhGIZhGIZhGEZdadiIaD5fQj5fPSLIirrEsfYgiyhpTEx84RollIhjTT6GJqe1m5xDlnua87SirspP0pgVkZw0TRTLW763oomyc1jU1BGleaAsouG+jqnJMY8CX32L5riq6Jjjc0Eq5ZEphqtsWFRIkxPPoqXe7mOFGkAy5PMFby/u/Qf9TM19HsH4RBOldVVU+Ko/D7gre6SSgV0ZhxxRoQZx7EmleZ3FvhzH6EHDTkSb8mXk89VvDFpdlE2iPHUo0iCfwWWPkuQmfFBBJw/CD2U1OzXulOwBH9Uk1bUumXgeHOW3Us0yX3MA14moeFzWljy5U0r3cc7pqDrDpzIZGEiTB1+uuY1E3BbBVHV9yf1YJPUDASBLJqKu0kUAKJAFkaicwBmautRRyLw1iw8MjdlZ4Klfcn3eSNfUdSIqy9LdHLl9wiT6Yc+TOC4w9oVUJoVUDWS1tThGf8Om5oZhGIZhGIZhGEZdadyIaGbPXzV2kP2o5MZbNIlvd5XOSPs5rxx6XPnSGIow4mZWxGruAUA3i1Y7GhkBOpt5BovmMVmpZI7iaiwGaNpS/FZ2NRJ81+iC5j5XRUpc6yYr6htLpjdRGMwwRKk8K6dESrRIzwxW15dFPaX+rhSEH1dVGoP1AYqUAV/pJ4yoDLNcxwly5DJe/ayu//BVqo3v64rG7KypK2RskvQ6oulUbeTiVr6lFw07EW1Oh09Eaf0whRRQquHoimsNQY20zlfeiHgOHR+28kO6/g89TY6oa61QyRU3CrWlRhbmKn0GBCk3zR/1tGjhSU4puV76guWXJl2m1Re8LZ4pBurO0lyhjmhofhiAMsl5kc5DgRi851jb9zVQ10hvPaUMRAUbC6gWqyJIC9AskLlKz33VDN+fY4ehmYiG+TaUE15H1Fxz/WHSXMMwDMMwDMMwDKOuNGxEtCkLNDv8erriG7NacoC7jA2QzYzCYJGQPdv9GMxoVpKpYYti9dXVTEdjVsQUMMz4wCeudUQl2RerW5gWXPp8tSXWXKJYDNWoF7iRUcJXuPuARuYdiTRXEV1nNQJ1DsxEni+YFbF7ivWFUflp+XrG+WpLrqoqCZVrrmNnqalvrMGXWRGtdx1RKMklBcLXea8XqXQKqRrIamtxjP5Gw0ZEc+nwP0aqHIT+lcsp+lcKwv8Y6XRA/8rpVOhf0pDOoa8/5+9Lzn05naLtBeRP+r7dZYT+lYLwP+Fj6Z9r+5UI0qnQP835TZX4n2t7kM6TL3z1AWzfdDmo+19U+OgfpOP66rOkZ0Y6E/4XZFKhf5r7MVMoh/4Viyn6Vygj9I/1d6rrlkmF/tF+R/grl1L0z7UtRQU7TxrSpSD0jz5XFaiuK71fEfrH2q/PP3ruSf+QzgT0mc2uW6LJpGv358Att9yCiRMnorm5Ga2trXj00Ufp+++9914ccsghaG5uxuGHH47777+/x/YgCLBkyRKMGTMGLS0taGtrwzPPPNPjPVu3bsXZZ5+NIUOGYNiwYTj33HPx+uuvV/28Z599FoMHD8awYcP6/NsadiJqGIZhGIZhGIYRV+655x4sXLgQl112GR5//HEceeSRmDFjBl555ZWq73/kkUdw1lln4dxzz8WvfvUrzJw5EzNnzsSTTz5Zec9XvvIV3HjjjVixYgU2btyIgQMHYsaMGdi9e3flPWeffTZ+97vfYe3atfjpT3+Kn//85zjvvPN6fV6hUMBZZ52F973vfU6/r2GluS2ZAM0hzoFMfqSpW8jwtVhEjZckmZUnd0pqMFPiayOuclbp2mQjWK3TybfCt2lc9uK2aClKAcmJ0JhLRBFh0NQLZmgjE3Ejit8j3o8xTMtg+DIrogYztN93N12JwlXUJ6xvZ75jvvosX8aEkrS/lOY1a+uN6PJLxi5Mei4adZFzmIth++6vdUSRQY3Mivq+y/XXX4/58+dj3rx5AIAVK1bgvvvuw+23346LL7641/tvuOEGnHjiifj85z8PALjyyiuxdu1a3HzzzVixYgWCIMDy5cuxePFinHbaaQCAu+66C6NGjcLq1asxe/Zs/OEPf8CaNWvwy1/+ElOnTgUA3HTTTTjppJNw7bXXYuzYsZXPW7x4MQ455BAcf/zxeOSRR/r8+ywiahiGYRiGYRiGESO6u7uxadMmtLW1VV5Lp9Noa2vDhg0bqu6zYcOGHu8HgBkzZlTev3nzZnR0dPR4z9ChQ9Ha2lp5z4YNGzBs2LDKJBQA2trakE6nsXHjxsprDz30EO69917ccsstzr+xYSOi2f3IB626HzMr2o/cMh8E/SziwXCNekYVsaAlLMgKa7EQTYTA1RREwrn0iNC2XSMwgL+6b67Rag2aPoAqQNj5TWK4iaDKFWcGMyTSHVm/xExvFGZFtKwDcWURSy2xfikCzyyxjqhCOUX7JQsdeEWjsCk6KmxEo648qRkekV8cr7Fb/Usl3dwulaqRWVFqzzG2b9/e4/WmpiY0NTX1ev+WLVtQKpUwatSoHq+PGjUKTz31VNXP6OjoqPr+jo6Oyva9r7H3jBw5ssf2bDaL4cOHV97zl7/8Beeccw6++93vYsiQIeE/WqBhJ6L7Y0xUDS4rjWGNRiqhjWgQxCZgngaDormHp1UCZ6maYmDGXPiknxm7OqIK11xJCuS6cBGZE2fMCrxroG3fk8kaW/iRULl5RzDZjKLGKOC+qFFQuOZqFt58yVl5396/ZpN8UtIYfRbAJ5SsfReLUtsPn4hG9SxyueaJbws1riM6fvz4Hi9fdtlluPzyy/XHryPz58/HRz7yEfzjP/6j6jgNOxE1DMMwDMMwDMOoJ3/+8597RBGrRUMBYMSIEchkMujs7OzxemdnJ0aPHl11n9GjR9P37/1/Z2cnxowZ0+M9kydPrrxnXzOkYrGIrVu3VvZ/6KGH8JOf/ATXXnstgD1OvOVyGdlsFrfeeis+9rGP0XOwl4adiLZk9vxVw9WIRyftYtuiiVy61nfUSPZUkQe2rySlItujSLLXyLx9mXdEEy3lq8WpcvhqsWgu4cmsyPU8+YqcSVEs2t+RH5N484l9oHJsxbXxJfnVwKKeVEostCVmZqQyZ3Ps05LYRHm/lMAfFIJsJuf2W32ZK6kUNgrFBFM4Sc8aFsDz9TwPe2YkPpUjnaJpC306DoAhQ4bsl5w1n89jypQpWLduHWbOnAkAKJfLWLduHdrb26vuM23aNKxbtw4LFiyovLZ27VpMmzYNADBp0iSMHj0a69atq0w8t2/fjo0bN+L888+vHGPbtm3YtGkTpkyZAmDPxLNcLqO1tRXAnjzSUunvY7Af//jH+PKXv4xHHnkE48aN2+9T0rAT0WzKTZqryf1wvQ81MiuN7NGXZ51GouHaoWucfDW4FniXBr6+Crz7GuewNszyG2XXXEWOKJHIaXJE+9vA2Ae+BiWu9xugc93m6U/JyuGn0lyFNI2mtWhyRH3lXXua0EjpJ66LD5pFXF/EcfLhuogu5gUT/xAm25WlueHb/D2v+Xb2zA51zQ3i1xb6QiqTQqoG0lyXYyxcuBBz587F1KlTcdRRR2H58uXYsWNHxUV3zpw5GDduHJYtWwYAuOCCCzB9+nRcd911OPnkk3H33Xfjsccew6233rrnO6RSWLBgAa666iocfPDBmDRpEi699FKMHTu2Mtk99NBDceKJJ2L+/PlYsWIFCoUC2tvbMXv27Ipj7qGHHtrjez722GNIp9M47LDD+vT7GnYiahiGYRiGYRiGEVdmzZqFV199FUuWLEFHRwcmT56MNWvWVMyGXnjhBaTfsHpw9NFHY9WqVVi8eDEuueQSHHzwwVi9enWPCeJFF12EHTt24LzzzsO2bdtw7LHHYs2aNWhubq68Z+XKlWhvb8fxxx+PdDqN008/HTfeeGPNf1/DTkRd844z1DWX7+vLNMyXuYev49LPFCKBrqu6GqMSX25vviIEvlxzo6h1K6GJiBYd5ZYW1Ww8dHVESRsVIg++nhmuNWs1rrkaAx9+/iNInRDOg8rUkEXmmYlawmrZxhF23ZgxHiC44JOop+SQz6Kp3Rn+nfKs7qwnJ+p+a1aUTssd9v4ex4H29vZQKe769et7vXbmmWfizDPPDD1eKpXC0qVLsXTp0tD3DB8+HKtWrdrv73jOOefgnHPO2e/376V/2bcZhmEYhmEYhmEYsadhI6LZNJANzYVxXNVN2IqklO+TKZJ9I4iWStBafgqzIoYUIWArrJp8Y1cDg6QtSop1RD2Z6WhqgTobq0SU4+Va+zHxK9z7EEkdUUXkIQojI+mK0/ItpPFLx+XllPy0Q3ZfaHLXvRnyGfuFa4kh6XniWmNeuqYsmloKeAcSwxTd5FJjsyLj7zTsRNRVmktrYBa5vQ/rFGpRnqga9IHpaSApddgqsyJHQ5GUMNTRmBS44quOaClwH7S5Fo5XLcIoDLXoRN9THVGJKOTN/QmNSQxDag8BWYBMWh1RX6gcmFkd0YjOkasRoGaBzNdEVHPc/rSopDHU0qR6sGdRsRA+NpRq6LLrJqiFvbnmNmQd0Yiluf0ZOyOGYRiGYRiGYRhGXWnYiGg6FSCd6vsKDVv1iswswFMEwVdkguEr8pDzGKX1gca0qayQqsXsNOjKt3iqIyrL4xyjLA0ku2P9aBT9DqCLarK+P50wKRaTEheE1XwWKdGYs0Vxb2hKn2lSeFzr2eoMtRoH17rJ0vOEmRntLORCt0nlW5hZkaicUpT+c6X/1hG1iKgvGngi6jZ/Yw6qBYWckkkofNURTSkGSGywGFWheyrNjeg7uUt93AcVTH4bR9dcTfumx5Vccx0f8OKkxPH8x3EwriFuizsSujqibvuq+nZFe/B1z5XJIEuTisDQ9Euu9Y1VrrnEewFwb4eq9qDIjexPsN+qSTli15w9hwCgWAy/rtK+6XQp/Dsl7HkSOaka5Yim7Lzvi03NDcMwDMMwDMMwjLrSsBFRH0gSC18Li75Wt13RJPVLJ4mu4ilkmq7uthq4VM3dwCCOrrkZx7qFojmKJjLvKLPXGElpzj+N+Ecge4pjxDOqyI6rnDKOuEYJNcRRDaBxzWUyTZWJmkKpoTHzY8SxH2Cw68pSeLLF8OgiwGvMs3PkU5rr2l5Mxl0Fk+Z6wyaifUST++E6VnQtPg4I7mYxzF0SH9IsF0vheBeFMy5DJwUM3y+O0lyG5IDoasUvbVe5U7qWb4nhw5+dIz4scz9uIeeeh6jBl+xRs6/rAk5UuJZviQr6bGU5okK/RCWewnlgE5Nszq1EiLQ9q3h2xg1f/YPUftl2VgZLktcyV11p32zWvb24Etr2FaWqYoFNRL1hZ8QwDMMwDMMwDMOoKw0bES0HtZcpaiR7GmjBdLZyK5kmOK4I57o91hEl5zhTcpdDRQGNCilWtzVRTVaD1Be0/SrqFrJVaIBHJlhUQiXN1URaHdUAURG3CJjm+6hqNBKpq6+oRBylrjQVQSErZUjBMRacoNdNdM0N73uyRMIJ8HOhkmmy/iNm96pPXCOmkrSfSXPZtmKRD8N91Y41s6I+4upwWu04Rg8sImoYhmEYhmEYhmHUlYaNiLrCVg6jsqB3xVcuhQbRdIWsUmuMSth11ZicuNYlEyMEtHxL+H5SxNP1p/paXZVMQWgONEuWBY9MuEYlAIVBhKcolrf85/4WRdFE7Nh1pXn6CnO2CFApFGIYtWcwpUYpm6H7Nu0qhG6TnifFYvixfeWIauox0+eYJ3MrDeyZwp8n7kovzbOeqXNYaRdpX0bc+p1YkE7VKEfUzu2+NOxEtBykUK6xDDEyaS5zOVQ0eteHiObBJXX2gSdThShqpWnq6tHJji/X1gjar8Y1V+Pe7EtC6+sBH0dpbtzwZV4lbY+i3qcvcyVf7SyqgS87v7RfUpgVMUddAOj2JM2lrvIJqyNKJ5Oi0C/8/GvM71gqCF30FFKk2DUXF0Xz9XcICjtPiX9GmVmRN+yMGIZhGIZhGIZhGHWlYSOipaD2EUpRvuVavsVTnVCNNFezr6bMCisZQWuBRrQaR238PUVgoijBIrVR18iDhKZchKvMXlD8Okd3fB03KqKIpGg+k6UF+KrXFxVRfCdJKs/w9X1d+6VSViib4WhcA/AIWTnnHnl3jXpK140+x0gpJmkMoVFzMVg0m20TnyfkPFEjIyFCrjHOc38Wxa/PihwzK/JGw05Ei2WgGHKz+cqd9DVBoA9M8lt4los/dzkNbLDomo8J6AZJPpBdJMO3xa0WqAafrrlssNhdyIV/pieHT81gO2mTPoa3OoAat27FNfcmx47AjTdpaFIUNW7emvQTWnNSmADz42oq/yYHVToS2TfXxc+fa46o5KLM5LesxijAc0iZQrQUw8WzyDFprjfsjBiGYRiGYRiGYRh1pWEjot0BkHUIgvmSUwL1j2hoHO3KilUdV7kq4C7rVTneaVxzHY8bRwdmX1F75zq44CvYTcJKszezIk9yKNf+o9+523qC3Y9SLMnVNVeC3hv9KOoZmVkROb8asyImxZTMijT1pRm5CJ6dvtBIaGl9dMW9yiLZrD1IY54SueaSKy5XcvgZ1/RbLCLqDTsjhmEYhmEYhmEYRl1p2IhosQwIC5N9RlXWIah/vpWUI+qaa+Gr3tae7+THgj6KqJHmM13zCaVU2CgW61xznAEemZfzgutfvkWDr9VtX9DzG4Fhg0ZtIUWiXNuLWEeUXHMWzTP2D+fyLYr2K7VDFj0rKCKX1JDI0/MvivtcLq0T/swI0qTMipQX7FiyR4qQ72YlexQ1SLOkjE1/UlvUilQqhVRKf15qcYz+RsNORLvLQCZe/jTO8AFJeKPXJPVr9tUYOZQdJ5tSZx87x13xPLjVERU/Nmb3hMZZUbP4wB7wkkFEFE6FkSyk9DN5Fm0vmvvRk2w3aajMoiIYGGsmosxVV5TmkntZMmBzRbM47IomvUcDrUFKJrHSmIddV9a3SC7KabJdkuYy06E0Ow82Ee1NqkbS3JQJUffFzohhGIZhGIZhGIZRVxo2ItpVAlI1djP3VdahkZBWzdmqo0qaG8GKcBRRWOmnaModMFxNQSSoaYXimtNafp7MiiTLfCrxdPrE6KBRiYhqFLseF3CPeoq1H33VkO5HzyLWp0n9mauJWrdQRoX1S74M+SSSZlpG6316UmTRe1UyqGLy22L4YFOKkLPjquob96M+oC6YWZE3GnYiuruEUCvEKORSvhxJA9Z5ksE24N4pS+dP5ZpLtvFJqrtTYRxhD5GEjTdUEjiVyyGRPGkcjeMmbzb2DzZAZfWLAaBE8s5cZbsAb9/eJqkR1BD09Zm+FtY0bt5sUgK490sSrgu1UdQo9glfJAi/j6UarqzOKJtMahZMWY1RQBgnsMUzm6T2Jp3a81eL4xg9sKm5YRiGYRiGYRiGUVcaOCKaAuq88uu6yuRt5VuxMsP2lZL6WXRSlMCRbRqzIhoNiWBFWIrAuBJVtJSpUZgErpTja2UaiadrBEyMYjk6narMijxFNGhETrpXPZmCuKJxUZZ+a4lF0D2ZFWnceI09uLrmSm2UmRVp2iGVaQpRWl+SX81YwAfSZ7KRADPwEY/r2FdKZkXsmneXee0DFjHNZv1Id8LOQ+KN2Uya642GnYjuLAKlQtTfoja4Shul8i2uHYfqgaiYKbm61knbfZWhkOTCDHdZTcIGqIqHvzRwcL7mnnJEJUwu5RfNQJ23FzfZrrSd9vv9rK0kzTWXPQMl51v2HCvk3ftv1wWpqNJWfE1wXV1zpXENWzRl11RqD76kuf2tj/COSXO9YVNzwzAMwzAMwzAMo640dES0GGLW41qbMKpICcWTO2VUdUQZVJor1erqZ4YM9YbXsnWXwEkSQ80KtqtE3Nd93kgr1Lq0ALf1U+ke1xi2UCm9xhXaUdZr0lw9vkzUmoRnkS839Sic4aNATMlwPIeaa87NigRpLmsvmvrGChM1RujYMOlhr3SqRtLcxnnO7y9JbxqGYRiGYRiGYRhGwmjYiOiurjQ1FKg3vsq3MGhpF7iXaPFZviVDV4vJqqPiBGsMW1xppAitay0/gJuCaFbGNcoHqR6o63GjKKvBkM5vFEYl7D4vKZ52GoOZwNHICEDintC0r2QGYBGpAaT+JQzx2UkiJ5q2RKOl9KjxI4r+AeBtNEXHNUI+puM4QTRSdDSvAixHtKaYWZE3EvaYqx1du7Mop6v//HKGJJZr3OUiGEhqJFrOSf0eHzCuHbo0wU2ao1vSHiLepLmeXHP5YNFdmptxHPhK9KeFC0lS7YpYo9iXWRGbHBMjIyAikx5PbVQDUy/6avrsXtUswojt0DF1RbK+c3WG7099iwS7bqJTMjEropNf4fzy+ujC8zGKmsAh/XfSxiy9MLMib9jU3DAMwzAMwzAMw6grDRsR3bkji1wQ8vPT4XVdpJInUcBWsNm2oiL5niGtHLLkezHy4GlV11mm3UCrxYyozFGiKN9SVKwy07I7MZPeNhoaEzXXtsTqj8YRb8qRhJ0HCRbVV7UlRYqJr8hmVBLbeiMpNdi9QUu7eDSvoqWjFM8bFyVS0lRnvTBprjcin4jecsstuOaaa9DR0YEjjzwSN910E4466qjQ92/btg1f/OIX8cMf/hBbt27FhAkTsHz5cpx00kl9+tzdu7Mopqr//KZ0iezJtiUMlXOln05FetD6qvdJBw79yFFQgj1rNYpJtiDCJHAa19wiefgDQNOuENtsAasjqieKQYk0aGO5nBo5ZaBxzXXM8Yqja65rHUuAD5pZ9+zNe8HTIi6gcPP2JGmXcL2umvagwfU8sfxRgOeQsvagyRGVzqHrGe5Pz5qakarRRDRlE9F9iXQies8992DhwoVYsWIFWltbsXz5csyYMQNPP/00Ro4c2ev93d3dOOGEEzBy5Eh8//vfx7hx4/D8889j2LBh9f/yhmEYhmEYhmEYhhORTkSvv/56zJ8/H/PmzQMArFixAvfddx9uv/12XHzxxb3ef/vtt2Pr1q145JFHkMvlAAATJ050+uzduzLIhvz8JnQ5HVPCdZVJs7qt2ddV9iitOOa6FZEHslrMVhYl+ZDrCnbGLahmvAGVa67C5dDVnEYTEaW1CWO4Cq0xXYkqQuMDlVlRAxnBuMo0k3YepOcqfT56cvPub8odKmlPmMxTY1bkbqoHFCNwze2/0lwzK/JFZBPR7u5ubNq0CYsWLaq8lk6n0dbWhg0bNlTd5yc/+QmmTZuGT33qU/jxj3+Mt7zlLfjIRz6CL3zhC8hkqmdvdnV1oavr7xPL7du3A9gjzQ2biA6JoKFEUb5FfJh6Kt/Cc7H8yFRYjgaQvE4ybtI7ac7hq40WyGRTGhS75hurcms0D/+YDdbjmBumKW9RZgsiipIbjJRw3HLJj4zL2alaJTn1I1H2RRSLuIC/CWUUUlhfn0mP66lfkq6bq+Our/xzwHwHaorliHojsjOyZcsWlEoljBo1qsfro0aNQkdHR9V9/vSnP+H73/8+SqUS7r//flx66aW47rrrcNVVV4V+zrJlyzB06NDK3/jx42v6OwzDMAzDMAzDMIy+EblZUV8ol8sYOXIkbr31VmQyGUyZMgUvvvgirrnmGlx22WVV91m0aBEWLlxY+ff27dsxfvx4BLtiF2CIHZqopysa11y2b0GxmskaikZmlTR8BcC81REVwrS+auexVWhf0tyojD+igKkmJDm2L1wlk1I7KzBpHYt2RPRkd30uSJFh+pnsvvFVt1c4Lq2z7alfYmZbGqRr6lpJQFI/Bcxh3NPDSON2rLnmDFfzKiAas7OwsVSQSnh0NpWujdGQmRX1IrKJ6IgRI5DJZNDZ2dnj9c7OTowePbrqPmPGjEEul+shwz300EPR0dGB7u5u5PP5Xvs0NTWhqamptl/eMAzDMAzDMAzDcCayiWg+n8eUKVOwbt06zJw5E8CeiOe6devQ3t5edZ9jjjkGq1atQrlcRvp/V77/+Mc/YsyYMVUnoYzc7iKyQWM7zYiruqwGFc0f5Ss+GsMF18iPpnxLKoYmMq7IuZxkI1nAlhaoXQ2JfOUxA4JZEWmHGrOiOBoSJS0/2lfUUxNtcjW+6k+KCYkockT7mX9PLIlb+9ZELul+Ul1qx360kVRVicYiot6IVJq7cOFCzJ07F1OnTsVRRx2F5cuXY8eOHRUX3Tlz5mDcuHFYtmwZAOD888/HzTffjAsuuACf/vSn8cwzz+Dqq6/GZz7zmT5/dtOuErLl6hPRuLk9+hq8SoN8tt01MR/Q1cVyrRWqcc11lR4Z+webV4iLJYprzqAP/wYaGGjq6zq7bnuaGIt9C9nGjIwAnfyWEsVAXiGVd/5MT1J4ZD19X09GRoD7AlkpUYlW+yMrdbun4uio68u8SlyYV7i/G/tgZkXeiLTrmjVrFl599VUsWbIEHR0dmDx5MtasWVMxMHrhhRcqkU8AGD9+PB544AF89rOfxRFHHIFx48bhggsuwBe+8IWofoJhGIZhGIZhGIbRRyJfQ2tvbw+V4q5fv77Xa9OmTcN//dd/qT83v7uIXEhE1BdUsudp4VtjjiJFo0KPq0rMd4+IamqbMrlfkOamClEQxWomO4W+yreIKCJrmtpuRvyUIz6R+iUm3WVtSdPO4hjR0ETQGaWElaFImtydofktrtFdAEiT5y4zMpIiwzTtQmE4lGbjOzK+iMpUzxdhvyfxz4tUqkbS3ISfBw9EPhGNipYd3cgVqv/8XQP7lm8aNVEMSDSOuqVs+M2scc3leavurrnsuKL8M4YPirjhSwro68GncSo04ou3GqSawXjM+g/XxUnxuJ4m5KJyMWETXA2adBoGe7ZqZKVUfkv2Exd3fDnuekpF0Nwbces/Eo3liHrDzohhGIZhGIZhGIZRVxo2Itq0u4hcqbo01zkimrDVJ020iRkCiMZACvkWW+0s54j8xRLEvSJKcx0jKRpDLQnWTm0leQ8aWZ5rjVd/rrhcYq/5XNeoZ1TtjN2Pmoi+q9xdimKZyiA6pOc5266RlQaO0VTpuCya6gtv6pwY2kKH9QGJl6tbRNQbdkYMwzAMwzAMwzCMutKwEdFsVxm5cvW1MU2+BENYkCf7RbOSxKJNxQyLPipKpRT4SfJWvkWRX9ooxNFrgEZ2FNfcF75y0jT5X3R7A0WGWcS0LK3ZMpWH4hymFPVsXYmjysC1Nq8UMHI9blTPZF/PKY1JD9ueK4bfU7ryLeHHLXmKr/gaB0jHzZJzqPpc8izyZi6YZKx8izcadiLa3ZJBkKv+86OYeMRQYeENam4gPZwiMFyg+wkP6QwxZjb55x7i+NCjJhuNdLMq8FUr1FUKKMHvRz4YdHXxTFof4K2OqFSTNmETxqShMR90vZdl19z6G4D5Wpz0VUdU6j+8Patoe6k+0Up8epRJc71hZ8QwDMMwDMMwDMOoKw0bEe1qzqKcr+3PT9zqtmAgw6QbrkYkgC5S4lpmRbPSGcVKXtLakoRrJMWXTBDwKLXqR1GYKNQhvlIjfJZBYDJCjUkPrZuM+EUCnaNj0vllzyLHbYC/aKpKhuxJncNwrYG5Z7vb81zT9uNo0uNK4utr7kNY/+2rX68bFhH1RuNORAfmUcpXd8elrq6aB0zCapa5Op1qcvN85XJqJriaibPll/rFl1QwaUXE40gcnXHpvorBbTrNcuHc6yZHAev3VXV9NSkZ5ByqXH4TtmjkzcXaU455iTjZ57q4f62ra640wdXI9xm+0oZ8LWT5IqzfT/yE2yai3rAzYhiGYRiGYRiGYdSVxo2INmdRaqr+811XzJJmYiKtbruuFmskkaJDn0OSvNGYWLR6DxrXywyThibs/GlqFIvH9iQjZMctxFBh43pPSee+FIFZUUkh+WVoDPk0+/lKa/GlUnK9H2VVRMbpuL5I4nOIjR37bR1R1CgiavG/XjTuRLQlEzoRbdpFrE4Jsryo/jk9rvJa+cB+ci59TR58To6jgLYl5uAZ8PaQI9u8GfAp2qg3F0+FxNMbnlxoGb6cqF0HxYC//DCNjM1VRtifct0kVG2JPjvd9gOSly4TBZpnskaumlGUfmG4Lhr5kkVL0O8bQ2l/6HVN+kTUyrd4w86IYRiGYRiGYRiGUVcaNiLa3ZxFqbm2EVGJpBkjuEabfK4c+jIVcsXXcX0ZKiSNjCJaqmlLvqBGMBFdc2oiwyIEMVQKMPzVGOWuuSy6LtYB9NQmnF2sJad1R4mnLxNAMSLqSfKriXS7PuM0qp+U6rjh8YyAmHj5qsEdxyghI4kpRd6UdjEmlUojldLLulNmVtQLOyOGYRiGYRiGYRhGXWnYiWiupYx8yF85nXL6S5cD+lcqpUL/yuRPIp0OvPy5fqZEkE45/5Uz9f8zjDci3edxQ+q36L6K+6KcTof/xfB+o9e1JPwJbSLsLyX8NQrS+WXPx3KZ/Cmfrf0J1gfQZ67wV8qlQ//os9VxnFVOp+T70fFPg+u4RYOmX6LHVYwNQ69bKuH3297yLbX4c+CWW27BxIkT0dzcjNbWVjz66KP0/ffeey8OOeQQNDc34/DDD8f999/fY3sQBFiyZAnGjBmDlpYWtLW14Zlnnunxnq1bt+Lss8/GkCFDMGzYMJx77rl4/fXXK9uffvppHHfccRg1ahSam5tx4IEHYvHixSgUCn36bQ0rzc3nS8g28TpWfUUaOLhKc30ZsvhCU0dU55qb8I7OiA1xnFC6OBXuD0wali6H95FRyd3ZgFEj2WPH1dTrU7nmxszMSHoWlRz7Z43Rn2Y/Z/mtRubt6Zp6qzHq6ZmsSZ3Q1NaMG0lzHweEZ5HVEZWP00fuueceLFy4ECtWrEBrayuWL1+OGTNm4Omnn8bIkSN7vf+RRx7BWWedhWXLluGUU07BqlWrMHPmTDz++OM47LDDAABf+cpXcOONN+LOO+/EpEmTcOmll2LGjBn4/e9/j+bmZgDA2WefjZdffhlr165FoVDAvHnzcN5552HVqlUAgFwuhzlz5uDd7343hg0bhl//+teYP38+yuUyrr766v3+fQ0bETUMwzAMwzAMw4gr119/PebPn4958+bhHe94B1asWIEBAwbg9ttvr/r+G264ASeeeCI+//nP49BDD8WVV16Jd7/73bj55psB7ImGLl++HIsXL8Zpp52GI444AnfddRdeeuklrF69GgDwhz/8AWvWrMFtt92G1tZWHHvssbjppptw991346WXXgIAHHjggZg3bx6OPPJITJgwAR/60Idw9tln4z/+4z/69PsaNyLaVA6NiHbD00p/BLXQ2MqVrzqiGmSreGaM4L76GscImKFDU/+uP+GrBIvPz40CWmZF6B+cy7doTHp8lfzypMBRRew8PR99VWny9TxRnUPH/s6X2oIZGQH8++ZIaRcJX/ejL+Ko9GrIOqIRRUS7u7uxadMmLFq0qPJaOp1GW1sbNmzYUHWfDRs2YOHChT1emzFjRmWSuXnzZnR0dKCtra2yfejQoWhtbcWGDRswe/ZsbNiwAcOGDcPUqVMr72lra0M6ncbGjRvx4Q9/uNfnPvvss1izZg3++Z//uU+/sWEnorlcCbl82EQ0/LSwwZUkuUnawIFOYolrmk7Kw29SX864UXSSGomWr7YUx/KZDNoO6/g9enwuc/H0lJcWxaQ6aW6PPgeZroNbqQ9w/c5RPBMA9zahkVOWFK65jKhc7qOYMDKkBSVnJ3tPfVYcJ5O+iKMMOeyaJ21hshc1riO6ffv2Hi83NTWhqamp19u3bNmCUqmEUaNG9Xh91KhReOqpp6p+REdHR9X3d3R0VLbvfY29Z1/ZbzabxfDhwyvv2cvRRx+Nxx9/HF1dXTjvvPOwdOnSqt8rjGSNJAzDMAzDMAzDMBLK+PHjMXTo0MrfsmXLov5Kztxzzz14/PHHsWrVKtx333249tpr+7R/A0dEy8jlqsdM2IqaZhVPU++sP6GSCjqef+kz47iy6EojtSUNLIKQLYTHU+W2Eq/zrzEFKXtaq4yjTEsTSUlaXcMoDPComkgyK2owh1sf8PucIJRVdzU6ktNwfEVM4yX7iWOKiFg1gSmRTJorHwfAn//8ZwwZMqTycrVoKACMGDECmUwGnZ2dPV7v7OzE6NGjq+4zevRo+v69/+/s7MSYMWN6vGfy5MmV97zyyis9jlEsFrF169Zenzt+/HgAwDve8Q6USiWcd955uPDCC5HJ7F/d1YadiGZzZWRDJqIMX85/bJtm0OAqr9UcV1NYW7NvHDv0uKEZE0dh4Klp+4mXAu1D0oqIR3E/RuVI6jrZ7E8LYFHBn6vCvjbBFdG44Pv6XM04jKHJH3V1jJbQPMd4/1Lf62YT0TccB8CQIUN6TETDyOfzmDJlCtatW4eZM2cCAMrlMtatW4f29vaq+0ybNg3r1q3DggULKq+tXbsW06ZNAwBMmjQJo0ePxrp16yoTz+3bt2Pjxo04//zzK8fYtm0bNm3ahClTpgAAHnroIZTLZbS2toZ+33K5jEKhgHK5bBNRwzAMwzAMwzCMpLJw4ULMnTsXU6dOxVFHHYXly5djx44dmDdvHgBgzpw5GDduXEXee8EFF2D69Om47rrrcPLJJ+Puu+/GY489hltvvRUAkEqlsGDBAlx11VU4+OCDK+Vbxo4dW5nsHnrooTjxxBMxf/58rFixAoVCAe3t7Zg9ezbGjh0LAFi5ciVyuRwOP/xwNDU14bHHHsOiRYswa9Ys5HK5/f59DTsRzWYDZLP1XY2mK7e2MgtAXl11NSuSVuMyMYtMxK1+oETCvq4IXRkXfmwxAmm0L7l7fzIR8HlP0QgNrXvKQ3ZRyHo1KgTXqEdURn9Jw1f00Zd6RGNMCLjVefdlABZH4iYz7tdEWEd01qxZePXVV7FkyRJ0dHRg8uTJWLNmTcVs6IUXXkD6DffT0UcfjVWrVmHx4sW45JJLcPDBB2P16tWVGqIAcNFFF2HHjh0477zzsG3bNhx77LFYs2ZNpYYosGei2d7ejuOPPx7pdBqnn346brzxxsr2bDaLL3/5y/jjH/+IIAgwYcIEtLe347Of/Wyffl/DTkQNwzAMwzAMwzDiTHt7e6gUd/369b1eO/PMM3HmmWeGHi+VSmHp0qXU4Xb48OFYtWpV6PZZs2Zh1qxZ4V96P2nYiWg6HTit/LJVPGmljUVKaI5oRLlh7HPZuWO5EoA/AwNVHVHXlXzhmnurJ+cpgp60yCZth0IODF+Rd1uNjyOWO61HY3ZmeaB7sHaYTHw9kyVcy8IkjahycDWw524x5PuW9y9dML7UuHyL8XcadiKaSgehEy02cFBJ4Bxdc31NOsSacL5qVWrMihST2EaBXTdposlU/Ww8LR03Cmmdpj34ckGNo8TQVVba39AYobGhRaYYLp+T2lLcJrFRuO0CoJ1PHO8pX6hqT3sy+HEljpPJpMl2+9uzKNakUjWS5tp53xebmhuGYRiGYRiGYRh1pWEjos7SXE0dUYXNvCtRyHo1dQuLOb424mpIJF43oVZaGElbQZVooACYP4OOBllplu4pV+WDryigz+giOxcZx75F/tD+c7PGLfKrJY7qnKQ9q6j6id1vpAZ0VGhkxiplD3mgx+8sxZwIzYr6OzYR7SOsU9A8TF1luz5xrUEaZNwnkymh0y1lw49dEiaxccPX4MuXNLeRJqlJG7T5Ior8pKgke6occ8f20kgOn/0KTy7VQGPJ4fsTvqTPljoRE2wi6o0+n5GHH344dNs3vvEN1ZcxDMMwDMMwDMMw+j99joieeOKJ+MxnPoOrr766UrB0y5YtmDdvHn7xi1/gE5/4RM2/ZH8hbpK9OJoVSe61mlqhrseNgqgiIa4fK+1HI/4Jq6ErXRvX3xO3/iGJRCXxdO2X+psktT+hqqcaQ6dTQyaK8YXPsYcpKmqIRUS94RQR/dGPfoT3vOc9+P3vf4/77rsPhx12GLZv344nnnjCw1c0DMMwDMMwDMMw+hN9jogeffTReOKJJ/DJT34S7373u1Eul3HllVfioosuQqoBbIkjKd8Sw0gJWy3W1MWSfmvcyrdIORq+vlMUbaK/paNEEbXQXDfWfyS9RFs9kKIDBZJjHpVigvUv7Pd4U7PE8FmkwdXMTxUtVdSk1ZSVYpWRLTKvx7WPkJ5Dvozd+tu97J3U//7V4jhGD5zMiv74xz/isccewwEHHICXXnoJTz/9NHbu3ImBAwfW+vvFjv40sfBWE07hmqtx3A00jsYxk+YmDV+TVNXEzZPbYBQmU0a0SAuQrrWnTToXX3xNNjXGV5q+x3XfpLVRX2ZnqiCEYgGd7ZsjNYoB92snBgTo9mS1l/0lCAIEgf631eIY/Y0+S3O/9KUvYdq0aTjhhBPw5JNP4tFHH8WvfvUrHHHEEdiwYYOP72gYhmEYhmEYhmH0I/ocEb3hhhuwevVqfPCDHwQAHHbYYXj00UdxySWX4P3vfz+6urpq/iV9UC6nnCIQ0cj5pO3xiqaKJkhMaqKoTWhRTZmo5LVJk55r8PVb2b5xlNZFVYbFFU3/QVUeimcGjY71N618BKTJUrxr+TJAVzcyLUS5QvdT9AGaMiC+IqZUlu6p7fuKemo+U1MWhj0XfJkEhl2bNNOGJ4AAZQQ1qL5ai2P0N/o8Ef3tb3+LESNG9Hgtl8vhmmuuwSmnnFKzLxZXVM5prL6jr06BPEwzjvkx0nGlh7Qv11wqCZacTiNYYIij5Ik93/vbuNfVzTSO1y1p+Kq55wtf/YOv3+prwUMiimvHF0Xr/5mAsGDqa2FCOPeukzfNNWXfyVuKg2IxW7Of6yRWlOaSRmx1iOtH8L//1eI4Rk/63E3vOwl9I9OnT1d9GcMwDMMwDMMwDKP/42RW1B9wleb6cjCLI64RU2m1uKhwzS0RZ0vq5CtYlWkMlKLAm9GUIzpzg35GjORQ0jYNsbwvNC6SngxmfEnrNLD7kfajmmgpaYdBPiJXYkfFkCoiKrUlx3tZaktRSGg1OEdTxYiomzu2HLmsv0mSL9fchnpe7ydBUEYQ1ECaW4Nj9DcadiIalFOhg0LWYReyZCIkfaij3b5m8KrK5WSDFdVDOvxMpaTOnA3qMvG7wZOWJxcFvh56GhdlWibBkxxKPA/9bKGr3viS1u3PscOIY26eBm/fyfX8Cs8i1+ejmH5CXVL5SMF1AuarX9JMdni5GffnNR2jRZDnCbj3AUWyuA4opdysTWgmsWRMmg05bhz7q75g0lx/eMqgMAzDMAzDMAzDMIzqNGxEtFhMI1Xs+zw8aSYbDI28U7NazFa3mfRW/FyPRcaN/kcU0eo4Sp6S1m9FgRTFYtGdKPoWjYrGl2SPOnhqoj6KZ4Krskc6bknjmusYRdTIvDW1bl37D1/H1SgffJlM+apx7u0cxvA5FTV76ojWQpprz9t9sYioYRiGYRiGYRiGUVcaNiJaLsv1Oavux1a2iprvU//yLZp9VavQClMhlgfqy2TDFxaJSiZi5IHk5fgqjdFIbcm1tI5Yr08VtWBruvEroOdqViThem1EAx9PZcjoZ3ryQdCUF1GVb2Hnn+0n5J5q8lYZ3kobear3yaKe7JqKx1UoKnyVIaP9h+WIiscxetKwE9FiIY1Uoe8BYU2nEDeZhCihZft6kkOpPpcNHIRzz7aa4VB0+KqvC7hLJjUDvkBYaPFB0gcAcUDqA1wNXTRtyRca47x0yV06So/r6uAu7Odag1SU5pIUE410VOWaG0EhaJW5ElvQU0zsXPdVueZ6Oq4v2b8vd/ckE6CMgC7Z7P9xjJ6YNNcwDMMwDMMwDMOoKw0bES0U0kBIRNR1JU6zOuUr6slrofk6rvsqtISv+plmViSTtMCa6n70ZBBRUKw0p0i0qT+hKhfB+m6FJFIiaaoJFvFgUUTpORVWukFCNPCJIE2Ebcvm+L2oitiRdpopkoizp/Itmv6OmStp7nMauRTuc2ezIk1pOZY25LHfoVLuOtd/9VUTuV5YHVF/NOxEtFRirrnhDYW6uu7in+nrxveFrxprqomoL5fDCCSTvvA1WWdIUp445uiyAYurPE78TMV5yJBtSZPfqmSajvUHVQsTwuCWtYko6pNqYPey1H5d6+9qfmcUE1GxjyW/R6wb6SlHlKHKPXXsDzUuvxrps+tkU3K+dR0TiQtkLPdU0S9piOPz3DeWI+oPk+YahmEYhmEYhmEYdaVhI6LdXRmU09VjDLkIkok1q9CuROGoC0RnkuSDqFYkjT1Ecc0laASBbVPIrIw9aKJCUq3QJKF5ZviqFaqpI+psUqepI+op/UQTscsWmBkUH7e43huayKVO+UBSHGhUU4g4KyKMDNf2UpS+rydVBHVRbsCIp4RJc/3RsBPRYjEFhEhzmxxt5kULescb36dzKMPbwz+GOaKu1utJQ3rORjFvdlRa6j/XMc9II1VzLaFg/B1fhe41+yZtwcl1oCm65voq3+LJ68B1YVMqGcO+ryTVZrLT1K7wGnGaXE5faFx+GZocXIbGNTebduzBFS7K0neKIi/TyrfIxzF60n+WgA3DMAzDMAzDMIxE0LAR0e7ucGnuQLajr7pNEchvVbIlRY01X1FNjYGSIcOCPrGU8nhzzeUr31G4U7pKIvsbmlV3lamQo6Qvjm67tI6op/tc45pL94uqVrYnaa6rGZS0nbVf2Y3XzRlXOq5zvU9f7tgRGWr5qtQQt3rXccfqiPrDIqKGYRiGYRiGYRhGXWnYiGipKwWkqq/60FU8ttKpSHRnRBVt8pY/48skyaKesUXKLWsUWAknqTxAo+ArlyiO0cc4Qp83ivxob6YrimiTr1tOFxF1iw9Iygc6rlEc1/V+lY7rer9K59c151JVCsjRFEuLc6krYcxJ6xCH9AFJy6PflyAIEAQ1yBGtwTH6Gw07Ec3vLiIbVE/89zUQ6k8uZZG55jruq5K/2ARBJKr2q/lc5wGJr4FZwh/U9cJbbTzHurJ7dk7WtXO9bzRtX2O64sstnX2sr2ec5nmi65fCJyVlT+I4X2Mpzb3qKnUV66MrDBwZvoyZGilloxaYNNcfJs01DMMwDMMwDMMw6krDRkSbdpWQLYdERJnluMKWnRFJHVFPEtoklm9xpb+VdWBEEfWMo1JAuqaudfXiaMXfn4hK2aC5blHIiTUyetffKpfGcDuuN+mtRzklu+aa9sD7HrafYM7m+IyToqUFUsbGVykmlh4hfaJrBF1UaynqnnqLSJPncmj5loRLUq18iz8adyK6uxg6EbUBn4wm5yGKiai4n6cBHy3iTh60GqKYrIs5JcyJ0/JH1SStRpv1sclEko/TyU4MUxzYV/LluFuSpKOO50nTB7jmEsrH9SNJZXm0Yg6uY81wqU6or7GJavGBBVVYPrc9k3sRBGUEQQ2kuTU4Rn/DpLmGYRiGYRiGYRhGXWnYiGhuVxG5UphZka1YABqpiftxJagbYQxlnL5wXa2XFtt9KYmTdm18SeCSFrmMAo302Zdkzxe+jGuqV8jez+M6yO7267gKQ7h0JvyZnDS3dE0dUVW9T0dH4zj2WZo6oq5E5fZfItvimBoU2j/HsB31hQC1kdUm+yz4wSKihmEYhmEYhmEYRl1p2Ihoy85u5ArVf36hyW09WVqdyhSJfTpzC5A+19WKPyLjH6nOqI9942ZyJCFHZ/z8HtfFZE1OibdoqacV2KjyG/uT8VUURBHxjCveDPBi1kZ9XXKfqh9jD673q6aOKGswGu8LTdRe0285G+dJ/YPDceMYWe8TNcoRheWI9qJhJ6L5XSXki9WluVQaQwbcuRjeaCo5CTMkYh2RR9fcpJH4zrdGuKrdNSZIhtEXNHUuNVLYJCH1Z66y6SjcgSXi+JyiEtqIFgF8OSXTfWMov/X1mdyYSQpgMGGv0RfMNdcfJs01DMMwDMMwDMMw6krDRkS7WzIIctV/vq8oFluxLEYQ2fG1+hdVRLSUMMtxzYqwq5GUL7MiTWSykaKaVCpVx+8RNb4iYHGMrCUNdj82SuTXqA2aKK3rvSzt50uiTxVkMYyuU4QxMFXEhVzzuMn2+0qAMgLUoHxLDY7R32jYieiuAXkU8/mq2wa+1hW6H3tI+8odi2qgrinCTI9LOmzNb9XknsaNqGru+fpY1xzSJE5Sk/7A7a/IMrb4Ebe8VukZxxznk7ZIkMS+JwqiuK5R3BdRLdwH5KEsnXtzcK8dQRAgCGogza3BMfobsXgy33LLLZg4cSKam5vR2tqKRx99dL/2u/vuu5FKpTBz5ky/X9AwDMMwDMMwDMOoGZFHRO+55x4sXLgQK1asQGtrK5YvX44ZM2bg6aefxsiRI0P3e+655/C5z30O73vf+5w+t2tADqWmXNVtQ7buCt9RsYrkTfLruFLnzchIdJdj2xTucraCnUg0kmoWadUYqxjxxVbyZRInBfSE1FScXcIFdZ03V+II2n4ca1VqoIZP/UhV5ZMUueZhz9WkP29NmuuPyCei119/PebPn4958+YBAFasWIH77rsPt99+Oy6++OKq+5RKJZx99tm44oor8B//8R/Ytm1bnz9318AcsiETUdfOXiwozRwFPeU3ajpW+pD2JNs19g9Xq3hJ0cSavi0SGHFHI2mPQu6n+Uwm2bOy6ftHFHOoqBZSokr3cMX1+0YlZ3dNZVI9V325B6sCLtUnWky2nwRMmuuPSKW53d3d2LRpE9ra2iqvpdNptLW1YcOGDaH7LV26FCNHjsS5555bj69pGIZhGIZhGIZh1JBII6JbtmxBqVTCqFGjerw+atQoPPXUU1X3+cUvfoFvfetbeOKJJ/brM7q6utDV9Xfzoe3bt+95fWAWxebqEVEq3VAkf9MaazGMGLGFRc1KMo/m8X19RY6jII7mHXH7SlFd76TLiIzeRHW/aaILSauX6PpbVTUlSR8hPafYx7LjSv2S5nnufA5VaoDwmEQcI1lxfHb6QuWub8+xmmHSXH/Ewqxof3nttdfw0Y9+FN/85jcxYsSI/dpn2bJlGDp0aOVv/Pjxnr+lYRiGYRiGYRiGwYg0IjpixAhkMhl0dnb2eL2zsxOjR4/u9f7//u//xnPPPYdTTz218lr5f1frstksnn76aRx00EE99lm0aBEWLlxY+ff27dsxfvx4ZAYGyDZXXy0q5cLn5yxJW1p9cl7pFFZfnc2KPOWP9rccUZb762vFMY4rvt5Ku8RQDWDsIW7lQ/ob0vll25NmusIidpHlTZKP9dUvadQW7FkkRURd72W57JFbhCeOz7hGQtUOHZSBSY/OlgOVV2mP4xg9iXQims/nMWXKFKxbt65SgqVcLmPdunVob2/v9f5DDjkEv/3tb3u8tnjxYrz22mu44YYbqkY7m5qa0NTU1Ov15uYSsi3Fqt+rmPUTKKZmRv2odUoTUb5dmHQzIx7WOcZwYKbB1fzA12RSuua+BnU2iY0OG0juH6xfKmmeNQ10/qlMlvQBYv/guGgqHZcvHgvPR8e8F5XxFdlXmrCwCTBdfEiY267R2JSCFEqBvs+txTH6G5G75i5cuBBz587F1KlTcdRRR2H58uXYsWNHxUV3zpw5GDduHJYtW4bm5mYcdthhPfYfNmwYAPR63TAMwzAMwzAMw4gnkU9EZ82ahVdffRVLlixBR0cHJk+ejDVr1lQMjF544QWkRWlI32lqKSIXEhF1XemXVg5djY6iivpE4fYuXeoY+iYYSlQRDQKT0TcSUn/m65ZyNX3z9Zk+y1f4iu64Pos0qpT+lFqhMTvT9Etse1ZoK2wcQQ0PRZm32zgqacoH6TywskfJ+qXxJKwvTHoE3KS5/oh8IgoA7e3tVaW4ALB+/Xq67x133OH0mU35EnJNparbiiRHlKFxzdUQN3lif5PBRkEcc/Ni+JVUJD1nxagtvmSEvvL6NJPJKCabvgaimuefq+S3pJjg6mo0uu/LJpRxlNDG8Rlo7KERn53lIIVyDWS1tThGfyNRrrmGYRiGYRiGYRhG8olFRDQKmltKyLVUj4juyArFLB1hq0iNJCOkEdPqamljHzLkHLIgSxRyawlVRIPu2zj3lK/oAY2ixLAuZ9KiKBrXXGrcpoh4xlGay2WybvsB/Le6Rkul7bK7fv1daFV1XCO45+J4n9NrHsN7yhdhyr9UkOxzUA7kusT7exyjJw07Ec1ky8jmqnf45Yyf0+JaBiRu0lsgnhMaX1BXQM0DvIFOoquULY5tXyJp1zVpOWBxxD2vj4uSqGRSM9l0TJ8Q843ZxJk8/6JKW3HNA9W55nKcy7xJMm+ynV5XGzk3HJrASP8t32LSXF+YNNcwDMMwDMMwDMOoKw0bEc3nS8jnq0tzy+mcl89kq76a1SIqIVKszPYn4mjewZAirdSoJGGX3FcbTfoK7L64RlrFttSPzlMcJXvs/EoRRrad9gFCxNN13+pPTP/Q6KRCQuv8mYpIq+iuz8ytFFJ513vDlxtvI+GtjnZE/Z0vBUOcMddcf1gPYhiGYRiGYRiGYdSVho2IZnPhOaKlrGP5FkFX72pC4AsxEpWL39KNRXh1RFWnNYpcLD+WYzKu5Q6k1e2MIrLmShwjjK74/C2ufbumfEvOk1lRHHHuP1R1RMk26bie1E/cPIx37q7GY5pohWvOsJFc+muOaClIoVSD/M5aHKO/0bAR0Uwq/K+cSYX+aUiXg9C/FPkrl1P0L26k0wH9M/ZQTqdC/4IM/2Pnl7XtpFEupeifoYe1Q7of6Selv0aCnV/Nn9TP+viTvhODPePSJf5Hz6/wfHT9KxbSoX/SvuxZL/1WOhZQ3FP02rH7VbjmAfkzakA6Ff4X1VcS2rDLfRx3yjX8c+GWW27BxIkT0dzcjNbWVjz66KP0/ffeey8OOeQQNDc34/DDD8f999/fY3sQBFiyZAnGjBmDlpYWtLW14Zlnnunxnq1bt+Lss8/GkCFDMGzYMJx77rl4/fXXK9vXr1+P0047DWPGjMHAgQMxefJkrFy5ss+/rWEnooZhGIZhGIZhGHHlnnvuwcKFC3HZZZfh8ccfx5FHHokZM2bglVdeqfr+Rx55BGeddRbOPfdc/OpXv8LMmTMxc+ZMPPnkk5X3fOUrX8GNN96IFStWYOPGjRg4cCBmzJiB3bt3V95z9tln43e/+x3Wrl2Ln/70p/j5z3+O8847r8fnHHHEEfjBD36A3/zmN5g3bx7mzJmDn/70p336fY0rzU0DuZBpOFvZDTyt5vPVIltZNHrCDEVUdUQdl6b81QI1tEjRkqSvVNcDufajn3Io7HlDDYf6mfLEVf0QlVkRK38RVVtyLUMWx/6B/hZPY7QkPqdcr51GRhtqZBSvzLQ+U0aqNuVbHMbz119/PebPn4958+YBAFasWIH77rsPt99+Oy6++OJe77/hhhtw4okn4vOf/zwA4Morr8TatWtx8803Y8WKFQiCAMuXL8fixYtx2mmnAQDuuusujBo1CqtXr8bs2bPxhz/8AWvWrMEvf/lLTJ06FQBw00034aSTTsK1116LsWPH4pJLLunxuRdccAEefPBB/PCHP8Qpp5yy37+vYSeiUeBcR9THl4kQWkQ8hj9W41To4zOTiLccUbI9l/CcFKN/4JqbJ21n/WhGcM1ldX01k1iep+jHc5f9Fs3zhB/X3YladM2ldWfdJ2B0gV1zXF8TP3PjFYlK/szaaH/NEY3KNbe7uxubNm3CokWLKq+l02m0tbVhw4YNVffZsGEDFi5c2OO1GTNmYPXq1QCAzZs3o6OjA21tbZXtQ4cORWtrKzZs2IDZs2djw4YNGDZsWGUSCgBtbW1Ip9PYuHEjPvzhD1f97L/97W849NBD+/QbbSJqGIZhGIZhGIZRB7Zv397j301NTWhqaur1vi1btqBUKmHUqFE9Xh81ahSeeuqpqsfu6Oio+v6Ojo7K9r2vsfeMHDmyx/ZsNovhw4dX3rMv3/ve9/DLX/4S3/jGN6puD6NhJ6LMvEWzgs1wrSNajKEpi0r+GUOkunuu8Giq+4ov29XXtYniuvqUQ8VRcsaIYvXbX7TD/bjsugX5iCIErPajRkbIIqKKPkuKmNYbKVpSjMQ11/24LhGjynbSlorE0V+6p1zHNal+ps4x9pD0CGW9qbVr7vjx43u8ftlll+Hyyy9XHz8qHn74YcybNw/f/OY38c53vrNP+zbsRNQwDMMwDMMwDKOe/PnPf8aQIUMq/64WDQWAESNGIJPJoLOzs8frnZ2dGD16dNV9Ro8eTd+/9/+dnZ0YM2ZMj/dMnjy58p59zZCKxSK2bt3a63P/3//7fzj11FPx1a9+FXPmzAn7yaGYCL+OuJZvaSTSaf7XMDDLdql0Q/zc3imq8ix7Ezeq/TUQriU1AH/lquIGKzMR11ITrmWw4lhCiz3/osJX6RdNqRq2r9SG2Z9rmSDV+fV03CiI4z3lC1p+SPjrrwRkqNGXv+B/T9GQIUN6/IVNRPP5PKZMmYJ169ZVXiuXy1i3bh2mTZtWdZ9p06b1eD8ArF27tvL+SZMmYfTo0T3es337dmzcuLHynmnTpmHbtm3YtGlT5T0PPfQQyuUyWltbK6+tX78eJ598Mr785S/3cNTtCxYRrQLtJDWSMke5ThwdSdkYNYHPmEiIYvArfWTc1KoaaV2jLeKEIQ36XAcPvo7b39CYnTH5bX8b/Lriy+xMc9ws6UhVZkWOzrfSdnZc0Y03YQ98agCG+t9TksRec59H8QwMO79Jayf7Ug5q5JrrcIyFCxdi7ty5mDp1Ko466igsX74cO3bsqLjozpkzB+PGjcOyZcsA7HGvnT59Oq677jqcfPLJuPvuu/HYY4/h1ltvBQCkUiksWLAAV111FQ4++GBMmjQJl156KcaOHYuZM2cCAA499FCceOKJmD9/PlasWIFCoYD29nbMnj0bY8eOBbBHjnvKKafgggsuwOmnn17JHc3n8xg+fPh+/z6biBqGYRiGYRiGYcSMWbNm4dVXX8WSJUvQ0dGByZMnY82aNRWzoRdeeAHpN0gGjz76aKxatQqLFy/GJZdcgoMPPhirV6/GYYcdVnnPRRddhB07duC8887Dtm3bcOyxx2LNmjVobm6uvGflypVob2/H8ccfj3Q6jdNPPx033nhjZfudd96JnTt3YtmyZZVJMABMnz4d69ev3+/fZxPRmKAxToki6qmhP63ki3UAHVcB90d6FwY3K+LHLaf8fF/6mYr2a1E3v2hWsZNWm1ADizy4ls2Q0NQRjaImoqotOX5faT9aosVxG+CvX1KVb3F8oMcxkuXrnvIFL1nnp4/1CevvQs9/wlOrSkFtFGOux2hvb0d7e3vVbdUmfWeeeSbOPPPM0OOlUiksXboUS5cuDX3P8OHDsWrVqtDtd9xxB+64447Q7fuLTUT7iGbA3Z8GX6z/85laxmQsqg49Amfi/paD5wOxXp9CSuUslY9h7Vheb1IYoDp/qqFFlOYmbNEuHUEhaNZHsImm5riaOqKac8Sc1jWuuXEkad+XEcXCjwQbj2okvWHjmjieg74QpTS3v5PwNQrDMAzDMAzDMAwjaVhEtApRyB18mRVpiEKaq5GUJS16wFDVCFREqwuOx/WGsDKbIqu6cVQg9KdVfum3JM0syle/H5X81pBxjnpK/ZKijqhrO9S0M42hVn/q0+ye2j8aMSWmVmb8DXjqRBp2Ilorvfcb0dycNMfIk2w0qslOI+FLfqu5dvS4EVy7pEl2RBfJCG4A+plFvm9/GkhGBev7S4pBfhTQxT6F42sU7UzjmsvQPOulBTJ2ntg2lWtuFNdG0U9qzkPcbP2jSAvySX91zY06R7Q/Y9JcwzAMwzAMwzAMo640bETUFV+RKA2+IkquhkTSQqfmHBKvBpRLzoeNhKSvENYDTQRG2tdVPhdVM2PtJeO4H+BPZmWRVj1xe974klvHsS+Mo5u3JooYx3PMcK2ZGtXvZJHN/ib5ZVH9/hoRNbMif1hE1DAMwzAMwzAMw6grFhGNCRqzoijqiLLIpCZkFFX9O9fIg1i7zVMdUV+wOqMZxxqjgGAKQlaSUyVe6qARTRNqDS39krDz6xpF8UnSyjTRHFHpfmSREsV58NUfuvdLglJDURojinqfAbtvNNdNUwbE0/3a36KTcSNMCRMoxg9xwMyK/GET0SokbeDA0LjMuspvE67A6IUviWF/ki7GTUIIJG8SpUFj3uGrZmojnX9XpGcNW+/LKO45Vl+TTcCyCrl7OUdqYPajZ65PfE02o8BX3WTN74xiwcPnvq5Ihlr0mRFWRzRm7a+vlIMUSibN9YJJcw3DMAzDMAzDMIy6YhHRJCBJeXyVdyHLFCqzIk+rjiwqZ3Icv3hrg4oIjPbYRjRI19SXYY6vOoz9CemeyRbDpbtdLbnQbdK5t/5bRpMmEkVfqKlPqpHgZ2Om3vEZ8YzTdU16H2nSXH/YRLSPxPGB6NqRSRPGKOS3ksRTk0vrA03tNmMP7LrlJNdcK8plvAHqptlAjqMSNDeSbJMWAdj9qJGPM1foKJ7JPgf4VHbqqR1q2rer+7jm2dmf0lqSCJXgh0Qwwl5PCuaa649ktwzDMAzDMAzDMAwjcVhEtAreVh0dV+Sl1dcoXHM17qoJz1nv19QiGb8artJdMQJDtqtku54irb5kpUbjwQyH0hqZMTO405gVKeSUuQx36603cYyQJy1KKH1fZwWDKPOOV1vSoInMa2pws+2hrrkJa5/7Ugr2/NXiOEZPLCJqGIZhGIZhGIZh1JWGjYhmUvGKzEWxwip9JNvuXGPUqODrmvtacfO2kucpSmhmRHuIqg6gr+gvzzsjJUIsn7uCa/1MTVmHUjb82kglN1geqOu2hoO1b1/3qqe6stR4SXHN41iGTHNtvNVidbiuyS/fUpv8ThuW9KZhJ6IMdvNmSCcX1UDHVfYomxUx+a3TRwKIps5oFEZGccTXZFJzfqlESDHwFT+3H2lkaJ8Vwycfl4X1H+lcXHE1KxLTRBwNicRat76c1hM2UdWcQ1/4So/w9VujuOZsjNbfxibmmisfx+iJxa4MwzAMwzAMwzCMumIR0SrQ6AL6z3KGr/ItqmhpRCvUvupgJj1Bv1a4rvpqzFGiinj2p0grI47SZ3a/NdK9qIqykOuaIXVCAffaj7LBjJv8NiNILYtF8pl038ZpS776M00dUSbljkpeS5UECYu8a567odct4f2vmRX5wyaifUTTybnWxUoJLTdwfChqJqKu2/ZnuxHhhDyCj2XtW+Pe10gk7Ty41h70ia8apFHAHHUBIQ9UsbhTzIWLrFiOqNTfsecum2yKx03YBEED+60aNTxrE6753Hu2u0lzs4IrbtzyQKVFo6T17aHSXKGaQtwpoUYTUf0h+h0mzTUMwzAMwzAMwzDqSsNGRJlrruTglySopEn4mWRx21m26xNf8lqr/bgHthooreq6SgXFOqKKaKpdV7+4ruRLUTfXyGXSzTL2RSMFZPtmCuERpUyRr+c7R7FyQhTLk2uu677SGCFpEXQNrv2oWEeUbfflmuspQu7LkCiqZxgzlOuvrrlBjcyKAht29KJhJ6IMV2tw6UaLW46SvxxRfqdliESjkaRSUXTMpRrYj9caX0W5baIZXzTX3Fc/mvSB0hvRLAxpCt2XyOolk+1KE9FsNny7tG+j4K1Uh5geQSYlCrk7204XEATpbSONMVyfj+ICMJVc90/XXMsR9YdJcw3DMAzDMAzDMIy6YhHRakSw4u5tNZM5Cgof6eqMG8fAgi/pqC+iMlRgq3VRrOQlzahBg6/f6qsWq0Y2rTmuaz+q6WM1Dp++0PRZbF92/plsFwC6WnKh25hZkWQwww2J6K6K41rfI22TYPcFaw/SdvZ81Mixfd1T9DOFlCLJrDJuhF3zuCkC+4pFRP1hEVHDMAzDMAzDMAyjrjRsRLRWqxv1QGOexFYOcxm+b97TMkUS64zGjbidB8n+PwqzBk1uk6/8UhYlLMWwN44iShtV/mgcV+x9GbCx42YL4YZEmhxRti2bJQU9wXNEozCnSWK+G43YKeqj03xBhQqMbc95ag++iJviSgvrvy1HVD6O0ZMYDn2ix9VJT9OxaowyuEwlfD9f9T41kt84PkR8DcaT3jEb8SEKYyZNjVfNAoKr/LY/mREBHmWE5PxnBWkuk1OWmTRXcs31JKHVOO4y+lPfrpHgF1l7kMwdmVlRpv4T0f42mWRoxjz9dSJarpFrbgNlG+03Js01DMMwDMMwDMMw6opFROtIWeOq4IimjqjrAlYiF758RT0TFoWhtUI9reRRowyF0Y6rWY4W5/qZvmSwiuNqIq2+orSuK+uauoVxlO0yJEmvs1lRkUcuXWuFMuntnu0kSkuOWyx4eub6lIBHEDJhhjiaeszst4oKMmZWlA6XcmuM/qKIekqf6ctISgO75uF1RH19m/pg0lx/NOxElDUqVxmQpn1F45or1ft0+0xfkl8NvnKtfBFHiTIjqvPra7Lpa+LBBg7hmXl+cZ44K849y8+VjhvkG0d+6wueI+pel5PWCiWTzZxUR5RsV9WUZM/6iJzL44ZmMbDAcoYF11x2XTU5w74mm0mT7vqq3x12XUvFZAswyzWaiJo0tzfJbhmGYRiGYRiGYRhG4mjYiGitVjfeiBRF8RZlcYyeRWVWZOxB0x409WGjgEdM/UiPRJMNT/UzXdEcNyoZMsNVUqY5D5o6okkz02D3lKZusku0Y3+2+6r96MtwKGmIjsaKfV0/V3M/0ih4BOZVSYt4atA8T8Kua9LSG/bFzIr80dAT0bAG4Sr1cRc0+YN9X427rWY/zUSJPQw0D4qoci2MeOYhatA4wrqiySNy/b5R3TMmv5UR+0LHhQAmvZW254mcMpvjbYlKMdmkRFqMIj9HM8GN5aDb033OS3m4lfMBGmfxQbpXM1JttAhgbSLM7VhThjAOWI6oP0yaaxiGYRiGYRiGYdSVho2I1mp1ox7IkjHHlUMxIup6guK38pU0WU3SVnV9oZKrxnAlmeFLXquRKKsMiZgTp8Kl09XdViO99SXblSJnvnot11qh0nlg0txsrhC+TXDNZVHPHFMpSUY71s+KSP0H286inlJbYteVtZdMDE2mfJn5+Xpm6KLg/bOOqEVE/WERUcMwDMMwDMMwDKOuNGxEtFxOhUbJXPMPoqgTCiTPrMjXaYpj1NPVrEE6RUlbyafmKIrjRhH1FFeLPRnxuH6mr+NqIiVxzO1Neg5TX2B1I10jXNJ2FsVixjQAj46xQIuVYNk/NHnt3syKsuH2SizqKUXXS6Xwgpa0vYSXLgWQwBJxpA8oCTMD2n+HXdfER0RTKAX631CLY/Q3GnYiWiykkfZV7LrGqBztFO6qrtLcTMrfjeY62YzjJJXRnyaaElHJi+JGFJNJwP38+3LalGALflS220ATTel+5OY07tJctp3VChVdc8nHssvqy403ifiqF+wqldeYFbmaVwHxk+5KE9isJxdxhiadI3RRqZSsVJl9MddcfyRjJmYYhmEYhmEYhmH0Gxo2IkqluZ5qVEWBqqZWwgIIJYU0hknVGBo5Nl+t1ETBw7dlhCi3z2h23Iii9iat0ag4LpXWSYYtjhJa+bhuK+DSKn4sS2MQNCYdUUhLWXso5PmQIU020wiXIM1lUc8GCnR7Q9MXOhuEeasjSg8byRjOlyIrjikOYec3aWPnfTGzIn/YRLSBket9+sk91cDGtr5qjEaBNABtlNwnTX5SVCRN6uqr7qlrbULNRDNpzozS980oFqQYrk7JUg1X1i/RiYUwSM07rvfZJFWPNNlhbYJt08mm3faTj0vavjCG8JU2FLcFU4nQ+7yYfGluLS5FDIcskWPSXMMwDMMwDMMwDKOuNGxENCinQpPEXSUE0ipSFDIKtkItmxWFb/P1U5IWuZSgsiVPy/UWBdhDHE2QvDkVss/09H1FQwvHOqISrveNFH2MZXSdRW88qSLYdZWdTlnUM3w/67P2D1/PDFfzKgnWXkSnZLJdcsaNGyozP0/XRgN1/O+n0txymSvy+nIcoycWETUMwzAMwzAMwzDqSsNGROOWI6qKWjiujGsWVxUeBCqY1TnNEfVU48uXcYomz4Xhq3asBl8Ru6hwjVxqFBOqyKVzpNXP0q4m6uMrYiTBo4hu5WZ84poXLPV3rkZ/0mlwPU0JSxkGEL88Z6l/cC3fosrlVKgBovBXoOMPj0oMX+MTl+vqq358vTCzIn/YRLSGyAO++sfko6gj6hNfhkS+ZHlsYOzrIeFrLB7F+CiOE00NsZR/Ok5iNakItK+MoU5Tc93YfS7VNo2bnE2UNzsawcRxgUzzrHFu+wqimsCyzy1mw2cfoiGfpxqvGqMjhuv4Q2PI5632tFQ7ltyQ/dWsqIQaTUT1h+h3JHyNwjAMwzAMwzAMw0gaDRwRDU8adrXwVq1ssahERFEhtgrt6yv5kkvLx41X5EFamWXXhi2Me4uWCt83Chm8r8iDr/qZUZRKkY/rvort+rlSZCdu0kUgmki3r2gp+y1i+RZHOaUmIhpH0YSvCLqvtu86NgHcDfmyQvvN5kgpIGJWFKeUq72w75Qp8T5WU8s5ilSFfmtWFNRGRR1DUVTkNO5EtBTumutKHGWErhMWzXH91hF1ywMVpVSOE1Gpo2cDBxfnucp2TzlTMRzjUzTS0SgmNHEsQO6Kpr+Lo0SZoblutM6iJ6mruDBEt5L9IpLmRgF9Znis+VtyzLmMCtfJjuR86y1H1NOEyJcPBWsvUT1PXMYuqYRPRC1H1B8mzTUMwzAMwzAMwzDqSuNGRIlZkatJgbQeRuvqRZCQLhHHOqIlRdSTEcU59hWRy8TQZIqhWfH1JWeNgqgUFd4kzHE7v5K5kqcIL73PFS60vmDtUIrIZRxdc8XvRJbMSwr3D1eFjZiG4/isB4CCY4RRMr5yRewfHA35pLbN6ozq2pKfNkrxljrhrvphkWxR8uvimpuwccm+WETUH7GYiN5yyy245ppr0NHRgSOPPBI33XQTjjrqqKrv/eY3v4m77roLTz75JABgypQpuPrqq0PfH0ahkAYKfQ8Is4dTzpOLpNjZsAdmRBJaBks7k+QtrosE0nEzdKs7rlIqNqAD3K9dHCVwvohKmhvFBKw/TSaTmAPqOnlTlbCIQOomS3PdJg++Lrmv5istWmhyLl3TOaLCW/qJq5RbOm4UizuK8Z1mgdK1vWieJ7mwBQSysJAEyjWaiMZsfTYWRC7Nveeee7Bw4UJcdtllePzxx3HkkUdixowZeOWVV6q+f/369TjrrLPw8MMPY8OGDRg/fjw+8IEP4MUXX6zzNzcMwzAMwzAMwzBciDwiev3112P+/PmYN28eAGDFihW47777cPvtt+Piiy/u9f6VK1f2+Pdtt92GH/zgB1i3bh3mzJmz359bDjxIc2NYD0oDk1KUg/Dz4FN64BwRVdR98wWTUmlcczVRTybrzaTczy+LSHM1gGBooYg8MNh30hiGsO/rq76YL8lvfzJeAnRtiZ0LGhVS1FLUyWA9qQESZkji+szwVkMXQJnokPtTtFQTEc2xEIoi8OZLWs7wOW701SZcVB5J6xv2xVxz/RFpRLS7uxubNm1CW1tb5bV0Oo22tjZs2LBhv46xc+dOFAoFDB8+vOr2rq4ubN++vcefYRiGYRiGYRiGER2RRkS3bNmCUqmEUaNG9Xh91KhReOqpp/brGF/4whcwduzYHpPZN7Js2TJcccUVvV4vFdNIFavPw2kZELYS5MlYRY48OOYhRrSAyoILYmTNNQ/U0zKUpuahZrXYNSKatBxRTf6MuNLs9I10JXsYcVRFJA1f9Zg1fTutpagpYaHKH3VTKKjKtyjqiLoiXXImuCiGjA8AuT1kCyRXVtjXtS6nmGiruK70sCSCq1H9uOaISlVUvJVvUdQKZWjqiAZ5PzcWNToKuc+jyM2tJWZW5I/IpbkavvSlL+Huu+/G+vXr0dzcXPU9ixYtwsKFCyv/3r59O8aPH0/riDrLdSQDA7I9wx5ckrkB3ZosNBJPjZSKuhz66jk0kr2ETSgZviSRomzJ8Tv5ktD2N+JYV5nhayGglCUTGsmULAKpIMO1ZiTg7/uqFjbZ84SmE/CnrmYyXyS6U43xVdmTHNsVyZDPdeEijoutUaSQaJBSYlgbzmerf6cg5PWkwCpt9PU4Rk8inYiOGDECmUwGnZ2dPV7v7OzE6NGj6b7XXnstvvSlL+FnP/sZjjjiiND3NTU1oampqSbf1zAMwzAMwzAMw9AT6UQ0n89jypQpWLduHWbOnAkAKJfLWLduHdrb20P3+8pXvoJ/+7d/wwMPPICpU6c6fXZ3dxrlTPWiHa7yT2l1ytWURRPZiSN8BZvv62wkpbDb10AlLFRa5/6Zmmipr9VkX6uAUdQR1cnY/JiNZEzWK+LXYMaPBJ9Jd1nESIq0agy3GFKUq974KgeWJwomAMgWw3UTJeq0I0hzFSqaKPBlVqQpS+etJJKjOsdXShegUzC40m/NioiKsq/HMXoSuTR34cKFmDt3LqZOnYqjjjoKy5cvx44dOyouunPmzMG4ceOwbNkyAMCXv/xlLFmyBKtWrcLEiRPR0dEBABg0aBAGDRq0359bLIbXEXXNEZVw7YzEiSjLTfDU5r3VfdMMHMi+GWmG6wnXgYOvHNE4Sno1eZ4MMZ/NU86UIRPH80vl+UI7ZJMLLmMTckRpH0F39YI0gXWu/ahAswZTILXEi2RbS1G4bqQtaaS5rJ1lFQN99p18LVpIxFFi6wNV2lBEC5AsLzidqX5vpJI+ETVprjciryM6a9YsXHvttViyZAkmT56MJ554AmvWrKkYGL3wwgt4+eWXK+//+te/ju7ubpxxxhkYM2ZM5e/aa6+N6icYhmEYhmEYhmHUnFtuuQUTJ05Ec3MzWltb8eijj9L333vvvTjkkEPQ3NyMww8/HPfff3+P7UEQYMmSJRgzZgxaWlrQ1taGZ555psd7tm7dirPPPhtDhgzBsGHDcO655+L111+vbN+9ezfOOeccHH744chmsxVla1+JPCIKAO3t7aFS3PXr1/f493PPPVeTzywV0kAmJCJaDN+PSi0VUTdfUSENbEVS85XYvirXXLItl7Aar5qIaBSIq3y+1ACKlXx2t7rK4/Zsj3x9rweSPMtV1uvrvvBVp1UjgWNmcgBvEyyKlc6Qhw141NOXxNDXddXIKdmj1ZsLu8L8LkMipsy8StrOpa7u4484STgr2x3bi/Qocr03pLbE2oRG9u9TFRSGqADJ9t0JvCyoP+JOlBHRe+65BwsXLsSKFSvQ2tqK5cuXY8aMGXj66acxcuTIXu9/5JFHcNZZZ2HZsmU45ZRTsGrVKsycOROPP/44DjvsMAB7UhxvvPFG3HnnnZg0aRIuvfRSzJgxA7///e8r5q9nn302Xn75ZaxduxaFQgHz5s3Deeedh1WrVgEASqUSWlpa8JnPfAY/+MEPnM9JLCaikdAdACEdUobJapgDomLQrHH/dMWbvNbjvM21RIvPzp7h6nIoF7oP3+bLUVBjgur6kPZW6gBcDsL2lSZKbLsvmRs9bkQLWVEtoPlA4yLpK0/Ox34SmvItUcBKsADCZJNMJll5Fml7VwsfdtH2QnbN5vh3YlJjbyhyWl2fYwXpO0WARl7L+h7NoqjK68DB+yJufUNfiXIiev3112P+/PmVlMUVK1bgvvvuw+23346LL7641/tvuOEGnHjiifj85z8PALjyyiuxdu1a3HzzzVixYgWCIMDy5cuxePFinHbaaQCAu+66C6NGjcLq1asxe/Zs/OEPf8CaNWvwy1/+suLFc9NNN+Gkk07Ctddei7Fjx2LgwIH4+te/DgD4z//8T2zbts3llEQvzTUMwzAMwzAMwzD+Tnd3NzZt2oS2trbKa+l0Gm1tbdiwYUPVfTZs2NDj/QAwY8aMyvs3b96Mjo6OHu8ZOnQoWltbK+/ZsGEDhg0b1sMQtq2tDel0Ghs3bqzZ7wMaOCKaLpSRCUmqZhQUdURZ1CIrmB80ChoplaYWq2vUWZR/ukZEFdLcKLwlSgonOE2NNbYyWxQkcM4SLU8yNjGCm7C6nHFDitBqZL2uUm7migskL4rgWvtRA5XmCv0SixKy5wmT3krbS9nqbv2V78QMiUjUU4yuk2tTUihL4kZUPmjMmZ+N7zRjE18KG/G5y/q0kDZaFiL2cSco18Y1N/jfMez27dt7vB5WanLLli0olUoV35y9jBo1Ck899VTVz+jo6Kj6/r3mrnv/L71nX9lvNpvF8OHDK++pFRYRNQzDMAzDMAzDqAPjx4/H0KFDK397K4M0Ig0bEc11l5FNVa/1xVYAC5pac0xXz3IIpNWphNlBs58jRda4gYR7LdYoiKJ8S1SL21Id19D9pHuKRA80ZkV0P+m45CR7y8vxlUfuKQrrbSVfEV2nucrCvq4lN6S6m661IaPKEY0CX2ZFvsyrWFsBuFlRhlxXKUeU/dZCBAZr0kdS1Q9N8Bc+11O9VVcfBCm6TksBCQ/0KDwJwpp3kPCwV61zRP/85z9jyJAhlderRUMBYMSIEchkMujs7OzxemdnJ0aPHl11n9GjR9P37/1/Z2cnxowZ0+M9kydPrrznlVde6XGMYrGIrVu3hn6uKw08ES2FTkTZg0Aj32JSwaZCuHtiHCdRvhAHDmSiypxxNbW6NPiS5mocKBmu+2ocBTVGDtQkRmFWxD9TMECJ4WDdkHEdSAJCm4jArEjCVxt1NVGToJNNxUSUmRmxyWa2WH3ssBe2+CC65pJ9m3JknBBRW/L1mVEstvo6R5pxI+t7fN3HUn/HFlPyNhEVjwMAQ4YM6TERDSOfz2PKlClYt25dpTxKuVzGunXrQquNTJs2DevWrcOCBQsqr61duxbTpk0DAEyaNAmjR4/GunXrKhPP7du3Y+PGjTj//PMrx9i2bRs2bdqEKVOmAAAeeughlMtltLa2uvz0UBp2ImoYhmEYhmEYhhFXFi5ciLlz52Lq1Kk46qijsHz5cuzYsaPiojtnzhyMGzeuIu+94IILMH36dFx33XU4+eSTcffdd+Oxxx7DrbfeCgBIpVJYsGABrrrqKhx88MGV8i1jx46tTHYPPfRQnHjiiZg/fz5WrFiBQqGA9vZ2zJ49G2PHjq18t9///vfo7u7G1q1b8dprr+GJJ54AgMoEd39o2IlovruELKqvanaxMiuK6I1rpNVXGYR0Soq6kd/qa3VbioiSsnuaWl0Mtq+0us2icllF+ZaMcO3C93PaTQ2VuQnRBYam3idDU5/UtaSMWBqjgZQRPtCoIjRmRSrlQ8zMigJJZRCz7yuV9mYKmzyRTErSXKZ+kqS5rEQcM7fStCXX8kMa4tZWtDirfgQ1FjM6kgz5XI2mNEqksI9MmOdVL8pluT/Z3+P0lVmzZuHVV1/FkiVL0NHRgcmTJ2PNmjUVs6EXXngB6TfIUY4++misWrUKixcvxiWXXIKDDz4Yq1evrtQQBYCLLroIO3bswHnnnYdt27bh2GOPxZo1ayo1RAFg5cqVaG9vx/HHH490Oo3TTz8dN954Y4/vdtJJJ+H555+v/Ptd73oXACAI9v/+btiJaLpYRiakADTT7Pty+PRF0m5+XxJPiSgG+b5cc6O45tJ1c60VqsvHlCS0dLPTZ+45bv0nx1Eg179zc+mMI+LAjOXvslxwsV4wuTeYg7inPDgNzjl/AEpkrYp1+1LtTCbNbXEcBwBAoSncGVdavKTOuApfAbavtMAQBb7STyKRKCsWYum4RjGC9+USHrbOkjArk16US7VxzXU9Rnt7e6gUd/369b1eO/PMM3HmmWeGHi+VSmHp0qVYunRp6HuGDx+OVatW0e/13HPP0e37Q8JV24ZhGIZhGIZhGEbSaNiIaK6riFxQXefpS0JbJPXDqKmNp2idtKroGrSQ9tPUfXOVRmvOocZ5jkr2FDX3oqgjqjEFcZUmaeq0+nIM9BWZlL6vq2kFr1rI3aaTBo28C/uq1C6O0txs1o9rri9E+binaJNrOofG/I5d86wgzd01MB/+mYpzyKS5OcE1l0V/feHLGd7HfhLi2IT0o66KIGlfVR1zjUs4GSM3h80qEj7bqLVZkfF3LCJqGIZhGIZhGIZh1JWEr1G4ky2UkU1VX8FyNb3R6Oo10Ru2sqgr5cGOG82qjmvU01t5FkW+IM0RVUSrY5ju46wkkGvuhcf7pH1do+TiKjS5AL6itP2JKHLpAZ3ZGbuuNOdPYzCjyFdyzsuWonksAhZBpEqsS03M75hXhFT7kZZvEfol1/biz6zIT7xCE+3XtKUouhfN2ITeq55+jNTfsTYctqmU8LCXRUT90bAT0UypHPowYbIbSZLDoMYqEfSOkmuuL1QSzwjchX2hWUBwNSvyNB8XB8XsuvlyBRQnjHQr2U8hh9LIejMJa9+MKPo7qX9Q1YgmAzM6eRDdscO3lSOQ7WomO1EYrEnPE1orlGyT7mOW3iP1aU3Z8Nkxk9/GTcatxbVNeJo3y5/rmH4iLWowpHZIn4GK/o59bj6kDygn3CW5VEohXQOzImlxrBFJ+BqFYRiGYRiGYRiGkTQaNiKaLZSRDYmJMDttVakJT5ESV4mnRv7pK5rqqwyIL0MAzTX3FRHVyJbYvpr6r8zIga0Wl1qkEizu18Z1FU6K5vmS30Yh66X3m6/wekRofo+zBF+KMNKSJ+7HZfhKE/GFxqzItayGJK9lEXJ/0lx6WH5tIqgVqmkrvI62ov1q5MKeUrpYdN2XbFqiIaW5QY2kuYFFRPelYSei6WKATEiOqGuHoil07wsuh5IGQWyC6/5bNBOadMltQhOVbJfVZ2O1/qSJKBvLsOvmqxOUrlsTkbkxaZJGAhdVrqERHb4cxjUSOF/1ggt0Tw51YCYfyiZJQAKluaTvYdJcSV5LnfeFURd1zc0p2lLCpLuuc6w4dvvMmZzJwwE+6dO45kpu6vS4zDU35MCB5gNjQFCjHNHAckR7kfA1CsMwDMMwDMMwDCNpNGxElEGTziNacWcwOUmOrEJlJVmY6xdSIJneZD3VCmVoalX6cs11jS74WozTSOAYzBUXEAzAIqoj6k2C35/MimLoHuyrXl82glqKmpV71z4LkOpGOn8l9/Mgmag5qmgkeS1tD0JUmdUK9eWa60tS7U+a67yrN/dmZ0d/oV8vsOeJ5NrveKI0tW7z/VWaa6653mjYiWg5nQq92Zhchz24NKU8NPuxB5dGDpUjnU23r0lfwm5S8Zo6DurCOvO9xFF+xKBSQM2DVrNIQLeGk7QSLJryABqXal/9nS+YfE6CT978OJ2qBuPsOcZ+i/B9Xfs0zSX3lSPK3Ly7WnL0uCxHVJqIMgmtxoHZF679oa9FGF9oxia+8s9VC5vkO0nXlLXhMGluOekT0VJKVTLrjccxepLwpmEYhmEYhmEYhmEkjYaNiDJcIwSRreQ7GkTIwTw/xclVK4uenOl8RW9cV7BFB0RHR2P5Z7pFFzR1RGnxd4UpiATbU2NuFUfZadyI4hypohIKCZwvsyJfuBovAZKJWvg2yTgvQ8zxNBJP+qxnbt6CNJf1S1kSIQcEaa5C5h0FviL+GqWXr3uKPTOozFt6xnkyK6L7CSeJRUTDvq5wy8Qek+b6I+FNwzAMwzAMwzAMw0gaFhGtgq8yIK6J49KqFzUrIqukbBsQzWq8rzqiGjRlQFyjnr7qiEa1Wuyak6YxBtLAVujiGPHUtH1XczZN/TuGVBvPV46uRu3iGkWMKg+O/lZWvoVE6wD3cmGRlW+hdUQVZaVYjmi2SPdlzwzp/NPjxixiGlVOK8NXWU7X+w3wlyPq+pkAb4dNmerbSjG83n2hXK5NNFNhRdBvsYloFaKY7DA0nQIziBBdc6nEUzEhJzJOjcQzCqSHCK0J52gyJW1nA76iotg3Q7OAoDIrItvFCQup3xa3dga4L4JpFs98yVmTZvikGfBR8xl3rzNKSdGPasyK2PNGY1YUxQSBIS2ysDqLsmtu/Poehi9ZOk8/cdvmE9dFO6kmrbQwx3DtZ8UxJ2nDTSF9RDHxE1GT5vrCpLmGYRiGYRiGYRhGXbGIaBVcDQziaFbEEsQlgwi66ih9KU9QGWEEFumibNrVrEgRKXE1MtqDL9lj+AqqxqyInX/pfmQVSiMx04koCusaMVXVU/UULaXRPEX/oPrcmEkiAck8JfzOkKSh7mZF9LDe6qlSQyLS97DyLEDy6n36Io7fN4r0E1oqJe8u89akDbl+JsD7gbCULykVLO5Y+RZ/NOxENF0O6j7w8+VglsuVQrexXSVprq+OQ1P3zRe+JCw5R5fDvCfZdJq4TwIeB3yu0lzh/EqyJgaVlMVQmsvg6QTuSSkaWa8rvuoxS2jq6rlORCObgDnmrOWkGpjkY6XayFHgeh40dRbFiSh7ZpBtvga4Uv9RSIcvXOjavtu+0gK7r8VW+okxzBF1TZcBeD/Qb6W5QY2kuYFNRPclho8GwzAMwzAMwzAMoz/TsBFRV9gqki8DDk2tSqawyAkrhymyTiGvOjoiRGBc64hqro1G/pkmNeN8RUqicuJksGhTkUgBRbdSxY/VXNf+hKvJhmjY0o/OrxS1YO0wCndQWZJKpPLkujZJ0lyid9dc8ihqP7I2Kikx6DNZiCq7SnM1EVHWXiR1CHWMVqSfxO05plEZcLMiliTC70dvdUQFgyQX19xCyOtJwcyK/GET0SpQmZUn72XWUckyICbxJJ8p3A8pQcbpA+mhF4lUkOWIalxzmXxLzBF1e8D7WkDQDIJY+5ZyVfi9mmwp0L7E7feIkzM6ESV5T9LgynGEqupbPMmFoxpss9IkhSYitcyEp4EAfOGTPYuk9F3XSazGhZ1NAKQ2qJLmJiyXzpcsnaFZiI3booY4mSRf2NeCnm7MWX1b3lfwok4ENcoRDSxHtBcmzTUMwzAMwzAMwzDqSsNGRMvpVOhqUtxq3GnqiFJprrDymiK+oumUe2RYI03g8hciNyOGCho09bY0q8Xs2mnMipwjD5o6opoVXxZ143vSY6eY1NKj+6orrrKw/dkehiZyyfrYuPW/gC7y4KsGJmuG0v2YdYzeSDUumcmaN7dSRQSRuuCTLyzJ0vPp8MixJNV2fS4U6VEFHCsFAIK5VQRGXXGE9WmSA7PKvdnxWSUdN99UCN3Wn6W5KZPmesEiooZhGIZhGIZhGEZdadiIKNJuK++udu8aNFE3XtdNiIhGkCOa8hRtknJLfRmruK5uCwuSqpp8rmjyI3yVb6HmHYJNPzu2n/h5Y+FaR1RzXA28jbrfkL7y5BhibqRj/cx8k3uOKH0WCd2+r9x217w+nRKGfydf5laukRjNs5OZ9Ult37VWdmT3lOPYUGP6Jo5hWW1ToiAL0nxqwM2Kqn9md8LLt6AciGaa+30cowcNOxEt5tJIhTwZqczNUcoDuEvOJMMW6rJHHuCyNDf8c9MpdyGQxqGPFo2mgwr5ezmhmChpHqbSIkLdUcg/qUxTMoOKwpFU+k6OiylRmRHRPi0C51tfx5UG1BrDOFenU1/OodKkI1MMn1AyWR4bgALckIg+xgTVnr96quEfzBYfVCZ1wjmMAo20n90bGU+uuXGU7XJneHfjK3Y/Sn0lSzFhaBZamjLVv293yOtJIV0OavKMDmwi2otktwzDMAzDMAzDMAwjcTRsRJSZFTGolEfSUxJcpYuAJM11X5FMCdJGV5jERVNigUaiFC2drVhqrPh9WdBzsyI/q3GaSLZmxTdLpF8SrmY6olQtZkZHms/UmAq5lmjxleKgQYyCs8hPBFJLTc1DJhVkzxrAPRUkE0EaiARTIpUVdUQ1ZkUasQBrEywlRurbfZVvce0GdOeIbXM35KMlyoS2RMsICT/WNcVEMitqIqZlmVQu5HWVnVbkpEpBTVLHfKWfJZmGnYgGqVR456CQqfhA6mxy5MHGJqJMegsAqVT4dvaQkE4RfSCK8rnwJ4WvGqOuBbsBLk3yJT3yZTqqcXtzzcUSUlXowLhY4O276MvONGG4DqAkfDnjahYJGK4SZYDLLSPJEZWkuQXiME4GodJaK5fmkvMbCN/XmzTXsV8SFiBzijqicVuHEV1zY1ZHVMK561GMTdhCFpPtAro65gxNKkILmeFm0/mqr2fSCZ+I1kiaWzZpbi9sJGYYhmEYhmEYhmHUlYaNiJYzqdBVKlYrKFt0MzeQoC6GwjI025ylMh8u3PAmzWXnl6zUS9tda4xq8CXNVZTPpPhabZfkJq6rryoZm6K+IHXUjaGpkC/JL63xKjQm1/qwUbjiArrIMJXmKtohg6U4qBw+mWuu8IhzrVtdEO8pT22C3DfsmksSZU2/5EvRUnJMiVGlItD7gh7W2cwvqogyO4fFbPhYS+pHpfEfw1V5IkVp2VfKpKpPK8JeTwrpoDYR0XRgEdF9sYioYRiGYRiGYRiGUVeSvUShoJjNIBWySuUaedDkPVGkhHTH1UGpTijLEdXAgpOaqIUvaHRMERH1Vb7FV809hsbQgq2+aiLOokmM4/0q3edRtFGGpmwJqxrpK3IZFRrDONcIWFQ5okxZ4lqXWtqu6+/49jCkyLBz7rqmX1JEyH21F035FmpuRU1t+HfSKIZ8oDHkC/LuZkXMJ0Hj26ApRdhMvlM2VT1HNJt0s6JyUJNne9zGB3GgYSeiQTrcrIjdhJpGxB5s1A1WMkZwleYKnmqu0lxJJcgGBxkifQbcH5iR1Wj0ZFYUhfxIU/+VTd7Y/eZVAsfMU9ggtIEeJJrJpqszrq8FPY18WXTNdVwQkeSJri6eGodPZrwkS3PdjPO6xMUzt98qTsjJ84Y5h0qLXNmc+wJZFIsTvsY1UbjmRiXNpYsajmkKgD/XbYY0OW4m3ymbbgp5PdkT0XSpNikwaba626CYNNcwDMMwDMMwDMOoKw0bEWVmRa7REF/17zQrqFya62cdQlo0KhbJSrOwM5OU0VXdFv6dXNGsVurMivzUmnNFY2hBzYqEqCaLmIqlG8i1Y58qrmCzjYoSIXFDY84WBWIbVRgo+ZJiMmgkUGFWxO6LnFCYkJvjke/jq+lr5JTMrIhEjQF+zVm5NYA/F3yVINSULmIlRKgaQBER9VX6hd03GkM+dg4lM6LmbHgIrSjEklxVeNJ3YsqIcGlugR4z7qRrVL6lkRRV+0vjTkTTqdCb1LUQuyRncJ3gitJcWtOJuOEJ0lupzmgY0sOSufdJ0lxpexgqWR6dKEkDErdtUcH6SE0+imuOaEuWP7x8TQBofTaNjI0N2mL4gNJMjqkcOwJnXMk5W1N0vpksiGgG1K5e39K9ys4/m2TJOaJu0lxNXrsmZYANxlm/xK43wBfINBMwhnjNHftvSSrvLs11dw+OIn9UzBFlEzvWf2gcuaWUGHZcRU58MxlzpkJcYcNeTwo2EfVHDIfChmEYhmEYhmEYRn+mcSOimXToKhWTf0ayyi9EdviKO4mICtJcyVU3DGnBh0lz8wU/Ce1ROZW51xF1Xy2OQrYrRZzZijCTAUlmRTmNNJdcmyIJVwvqRG/4kv674s0lPCJUhiKe3LGZHoC2b8np1PGey4vGeew81L8P1sgp2TlKC44jGpMe1l68SXM1KUcRmBXF0TU3Q8aNGkM+plCQJPiuvjjMqRfgEVEUdoe83uX4beKBueb6o4EnoiRHlHQazElPU+CdockR1bjmMtgDUcwRLRApZpF3nZJELgxfcgiNM2sci3Iz2ENPLN/iOKrwWSbBVborTkr60YNGM9mMIueVlt5S5IhKOVNsQYTlU4m54I6aJc1v1Uhz2e/hk1R+XKqUV0hzXfOCpRxRtl0zAdNk2bmeJ+k+pjLkhLnmapyFXaW5mnxjaWxYIB0I+77S5NhtIhryekIwaa4/TJprGIZhGIZhGIZh1JXGjYgSsyIqI3Tc5hMq0yT7SdJbV7MiolABwKW5TBYNCLXdFCtN3iKmjq6BkoxNY+7hClstlkykaHSBrL6ySJO0b4FE3gFhNdlTJDATwWqor7YdN6kwIJgVKeTjGmmua+rEHtyccSVJKvutrtFdwD3q6Uu2K7V9Fulm26R+iToPK4YJvm45WgNT0fY1pk3u7cVTipQvw0OxJq17+kkXGcOx3yNFRJuY43xxV8jrCY+IloIa1RG1iOi+WETUMAzDMAzDMAzDqCsNGxEN0qnQ/CdaaoLliEr1thzzUWSzIjeLdNeIJwCUA5JPpcgRzXXzHNFCPjw5oUxWdfNdrmn7HF81AsXPdYyCS7Brp8nFKmXDrxvLkZFzsUjbF1aaXa8dLe0CUKOYOBr8RJHLqTkPrmYP0n6u0TFAF/nxQVZSKLAyQrQEi/C5jmZFqrw+FhnW5IiSqLFcUs1PbqQqR5Tm+LsZNALuagApuu7aXnzliMrPuPAfxMaNeUW+MRtLaZDaN4uIort6RBSFkNcTQjqoUY5owsvY+KBhJ6LFbBoI6TiYzJANqFlnA/gb8NHiwoo6ogGtQhVOtyAXYdJc5jwHADsGN4Vuy3eFO+5KAxJfTmauddR8DV41P5OVYZTkJuzeYIP4bM59MqkygVAsMLjWC44jGvltFNJddh9Lk7NCE1nkEgfj4duiGDRL/VmRPMfyjjVRAaGOqCf5LTsPUqoHNZHR9EuKa05rT7sWlhVg/bc0rnFdhNEYVGmkudRo0ZMhH29nfHmBycC7u/l3YoumtK8Unp1NGbK9n7rmokauuapBWD/FpLmGYRiGYRiGYRhGXWnYiGg5E76C5SqxkMyKXCOiYhkKx9VXqY5oEITLWdmijmhWROQkGnOJYtmPkZEvNCYmvsw9qDSXrBZLZkWu9vWiNJetxncLZkWOtvhF4T7ONIgZQRSSXkAwJFKZFYVHCaW6erTkCSl14CtoLP1WJrdkcne5fIurWRE/LkMjp6RKDUW/REv2COfQV5tg5ylHzYrc+1F2HuTypPVXDDFklYFjrWzFM07a1xWNWRF2hUREuxNuVmTlW7zRsBPRUiaNVEjHUSYzKeqaq7DD0+RMuUpYJGkuo6TIEc2QfE0mjwP4+U+X3OuiunYOkuOda/6M6ChItmkcddlp0EjgulrCuxomPdIU+2YDakBwNKaLP35GQVFN7PoTbAIm5guyvEnpPnfMCYzlBIxIBUXXXDp5cNsGyM+UMOQFMpK7ruiXklYjmt0b0tiEnQvNeeAL7J7yjRX3FPUAcXSpBgSptiKFhNYRFSa4A9j2nSETzrAJakIw11x/mDTXMAzDMAzDMAzDqCsNGxFlsNXiDDHaYatePmErgMw8QpLmMq8itl5WEAxqmWkIc8UFgG4SMVXVQvO0SkXlnxHU1dOgMUdhkeyWbLjJlEqaK0na///27jY2qqLtA/i/3XZ3Wy2IAQrFcldQ5FUIEJqCBDVoVUT7CYIGKwHRUBKxAUVQV0GBGDQYrRIQhS9YhEg10qBYIUapEnkxGKEGoUKIRckjtPRt3+b58Dz0prDnGvacnpe2/1/iB3f3lNmzc+acmbnmGrOjybrs2MIFKe7Faq40lpnN5q1j1wyv2VlPK1kvrdQlK7NCZmd37PquUvI73fv2hZwav2cpiZqF0FwpOMqN0Fvd+1J90SUrMptlWRdAJj27iOWxa0Y0ZmGPcwtJ9aT3dZnhzbbBullav/TbGM2INnXuZEUpHZSsyK7EmJ0ZZ0SJiIiIiIjIUZwRTUCaIZBm7HTrRqRkLxIryYrsWnYWFUYOdcmK0oU1orrRV3GNrk3rd92gnylxPllRREgylRGVp8Gl39XKGlHpPOmOtWv7lu7Ci3uiSvsh6kizB1bWKtu2FZNQJCvrYcXES9o9rY3fs2u21LYkahbaJSlBle4cSvkXbFv/KDT8uiSM4oydpTWi3mqD7VtvrIkysClZkZX2TlojqloTz3yqcOeeEU2Nxy3dX678O9Ret+2I+mJxw4ZF6myKF6+mUYgKE9BW9twTM+MK/6b0no50swxrrjOpQY8E5CopJTOS/q4uRMVsuIR2kMCmJCZ2PdyKWXOlsFKb9uvTjR+I59BCOKUuOU1nwix9/0fXBojJiixd586Hq1oJzZWvRyuhuc7vI6o7D61CA5MhdsjlMllLVuR8ojQry1r8Qt2XO+RymcxeG3Z11tOsDO5Y6EyKg1wW7lNmM2cDmn1EDUNzw9dTLM9i1lz7dK5pIiIiIiIiIur0uu2MqL81jjQkDidsuSHd8DgpADEjII/46JIJmCXPrAnJfSyMrkqDOi2aZEV+afsWTbIica8u4T1tsiKbwiXMJnLQhSVJ78eF2WodaaZbHC3WhS0JX9bvNz5Wt12ElRlRXaIHs3/XDVYSIEgj+dIegrprymwSJN2Isdl9RHWhxGb3ugWAdKEuiXtK2hSSqkvS0xoUQuWF8uqSFZlPMGOh/oqRGvLNSPrN09ONk6hpt7GxkKzIrt0dxPoi3P90y2XS0oy3+zG7tRwg1zUr9ziJlWtKitYSE1/plpCI24yJh4rMzuACQHqq8TOy8fYtnXxGlNu32KbbdkSlDFhpAaEBFBoq7Toik6GjuvALMTQ3Rch0qsuaK5BuBFFhLSEgh9C2ZvnFY2NCYx8NGz902LVGVNvZMRmiZVfInq4NlPoA0u+qC82F39x1YyV8y601otK17FZm3O5Cusnrlj+Iyy50+4iaDLO36zrXrWeTzoXUydJdj1aWe0ikdikm3JPTNQOM8n6q5tslKauo7lizz6l2Zc3VDeBIzyfSwISV9cZS+LJd15R23bXJNZe6e400yKW9T5kcDMzwywM4aanGz2nxS4k7nPFO3hFNUR2UNVexI3o1huYSERERERGRo7rtjGjE74MyCAMVw7CEM+bXjCKFW+2ZD5EGLK2MUCtht9CIMLoaFfZaBYD0VuOQp2ivoHisNLJoLTTXpmRFJmdDdGFLZkeLdcwmK9KdP7PJGnQhcBJtVkaTM6K6CIV41HvZZLsSaVRaek8K6wd0iejktt2N6AYr16MYkirOiOraO+N7nHQ/sWvvxzQLSdSsLBmwEprrSn0RGn7ddSMltrGWkM/5pE3y8hNdZviA4XsBC6G54hIemyJ3tNF9KcKM6IXE2XHjzcYh3J0BkxXZp9t2RJGTAmQkvsL9mocOI7pNgM02Grrj5DVIzq8R1YXmSh1RaZ0FAPgDxr9Ni5CiT1rrBgCpcXO/uY7ZB1QrN2lpnacV0u+qTfEvXBsB4YFPyrqooz2HLmTGNbvBuFvEdZ4WQl2trBE1S7tG1OSG9IDcBrvRSdWtQxLXbFtYIyrdb+x6/hLXiFpYuy61WUHNk5OVdcFuhHKLWXM1/6jZPAi6QQ3pfWl8wa5BDe01JdwDU1ONn3mk0FtA85ygu4eZDLkOau67Umiuakrc4VQt7Ihe/jvUnidCc8vKypCXl4dgMIj8/HwcOHBA/Pz27dsxdOhQBINBjBo1CpWVlQ6VlIiIiIiIiKxyfUZ027ZtKC0txfr165Gfn49169ahsLAQNTU16Nu37zWf379/P2bNmoXVq1fj4YcfxtatW1FUVIRDhw5h5MiR1/3vjhz1P/DfkDi71++/9zQ8TgwjDLgzIyqH5ppPVqSERdVWQnPFrLmaGdGMNOMF7/E0IduxJkOEX5illegyr5qd9dTtuWd21FeXbdBsaK4us6IUti4dGtScX2n2Vxc+J02SezEzrlm6kXzdb9eZSKPNEc33lGZptdEuLiQrkq5HbWIVYfZGmu2zEpor8aWYj0ixEpornQfpXq+fzTN+T/eb6/K+GZESKerelxIpWol2kWeG7UkAps/AbO6is5KsSGo/dM2vXaG5Ursf9GmSFQmhuam9MxK+7mt2vbthSWpMdchzAbPmXsv1J5C3334bTz31FObMmYPhw4dj/fr1yMzMxEcffZTw8++88w4eeOABLFmyBMOGDcPKlSsxduxYvPfeew6XnIiIiIiIiMxwdYgiHA7j4MGDePHFF9teS01NxdSpU1FdXZ3wmOrqapSWlrZ7rbCwEBUVFUn92zMGRXBDVuLZtddOGI9YBIQ1irq95nQLwI1o03tLiVVSjH9iu9aIhlvl8Y2gMPoqbZ0DyGtEpfNrZW2eEoaw9b+N8XtW1mJJM6Y+YcseHWm3A7vWiErrUXSzmjFh1l53HuyKULArkYYb5D1Gza8RtYs0I6orj11rRK0k3JJI25YENIlV5K1JjL9rmma2SYzAsXBdiJEawnnQzWKZXbuu+03tTLJmltn1j7rrRnrukQ7VzQSKdc2ma8pSAjCT642tJK+ylqzIXFQEIEc++CaPSvz6JYP9RTuLuLX9uq/8O9Seqx3R8+fPIxaLITs7u93r2dnZOH78eMJj6urqEn6+rq4u4edbW1vR2vrfLF719fUAgAmZN6LHDZkJj5E6m8EM4/ekThJgX7ifFIriRtbciCZZkZipUHMOxY2hhfd0iUrMNjBW9hEVw4t0/64L+4xaCc01mxlXGzVqU9IKS4mMOllCos6WQMksXcIyOYukJozQZCimXYlVdPv6StejNDAU8OlClKWsudKAqfhnRVY6D9L9Rk60I5fJk9HuwrmQkjrplrVIbaXctpsfbJVqoaVwdyl8WXNNSdmFpczC2rokXI/aZVvSLg/CciSDxLdtzjXXGr53IC034etNvmb5j3ockxXZp3MHbV+H1atX47XXXrvm9foG44si0mR8WiIpxhdvalxeZxgRrsNIpEkoj9yyNgnfpf4G4xttXEg3DgANQpmaGoTMt03GazUB+btGmxvlY9ON14hGm42/azQsj8ZFhB8n1mJcpkiT8XcBgNZLxn+3SZj9vZQq3wn8YePz3yys0W1skG+mrZeM73rieQjL5yHSZPzbtF4yPrZZ02hLSTFbm+XrRipTtNn4D0c12f9i0jZNwvroqPAeAPikbNNh4+siEtHU/VTj8kbCQnmFNdkAEFUmUx5rMp1GwsbnX2xHhe8CALEW4++jv86Nz3GzNFCoeWhuuSQM+DULv5twHgAg2mzc9rcI1+OlevlhMhgR2g9lfP4vNcqb3bdckq5V4y2/wtJNF/L9prVRaJc0A1VN8tcRSbtctDYK9aFJfv6ItRiv65POk9TuA0BYOk+XjK/lRp9c3rR0ob0TcgM06e5xwjmU6oPumjL7nNDaKN/rpWXX4UbNoL/Je3Zro9xWNgjtQFND4jI1/f+zkJR7xMsi0Y7pSHfU3+lKUpSLtSIcDiMzMxM7duxAUVFR2+vFxcW4cOECPv/882uOGThwIEpLS7Fo0aK210KhECoqKvDLL79c8/mrZ0TPnj2L4cOHd+j3ICIiIiIiY2fOnMEtt9zidjGuW0tLC2699VbDqEsz+vXrh1OnTiEYNB5E605cnRH1+/0YN24cqqqq2jqi8XgcVVVVWLhwYcJjCgoKUFVV1a4jumfPHhQUFCT8fCAQQCDw39HfG2+8EWfOnEFWVhZSUlJQX1+P3NxcnDlzBj169Oiw70bdB+sQdQTWI+oIrEdkFesQdYQr61FWVhYaGhqQk5PjdrGSEgwGcerUKYSFqKNk+f1+dkKv4HpobmlpKYqLizF+/HhMmDAB69atQ2NjI+bMmQMAeOKJJzBgwACsXr0aAPDss89iypQpeOuttzBt2jSUl5fj559/xoYNG67r30tNTU04GtOjRw82uGQJ6xB1BNYj6gisR2QV6xB1hMv1qGdP460RvSwYDLLjaCPXO6IzZ87EP//8g1deeQV1dXUYM2YMdu/e3ZaQ6PTp00i9IhPExIkTsXXrVrz00ktYtmwZbr/9dlRUVCS1hygRERERERG5x9U1ol5QX1+Pnj174uLFixz5I1NYh6gjsB5RR2A9IqtYh6gjsB7R9fBiknFHBQIBhEKhdutIiZLBOkQdgfWIOgLrEVnFOkQdgfWIrke3nxElIiIiIiIiZ3X7GVEiIiIiIiJyFjuiRERERERE5Ch2RImIiIiIiMhR3aIjWlZWhry8PASDQeTn5+PAgQPi57dv346hQ4ciGAxi1KhRqKysdKik5FXJ1KGNGzdi8uTJ6NWrF3r16oWpU6dq6xx1D8m2RZeVl5cjJSUFRUVF9haQPC/ZOnThwgWUlJSgf//+CAQCGDJkCO9plHQ9WrduHe644w5kZGQgNzcXzz33HFpaWhwqLXnNd999h+nTpyMnJwcpKSmoqKjQHrNv3z6MHTsWgUAAt912GzZv3mx7Ocn7unxHdNu2bSgtLUUoFMKhQ4cwevRoFBYW4u+//074+f3792PWrFmYO3cuDh8+jKKiIhQVFeHXX391uOTkFcnWoX379mHWrFnYu3cvqqurkZubi/vvvx9nz551uOTkJcnWo8tqa2uxePFiTJ482aGSklclW4fC4TDuu+8+1NbWYseOHaipqcHGjRsxYMAAh0tOXpJsPdq6dSuWLl2KUCiEY8eOYdOmTdi2bRuWLVvmcMnJKxobGzF69GiUlZVd1+dPnTqFadOm4Z577sGRI0ewaNEizJs3D1999ZXNJSXPU13chAkTVElJSdv/x2IxlZOTo1avXp3w8zNmzFDTpk1r91p+fr56+umnbS0neVeydehq0WhUZWVlqS1btthVROoEzNSjaDSqJk6cqD788ENVXFysHn30UQdKSl6VbB364IMP1KBBg1Q4HHaqiNQJJFuPSkpK1L333tvutdLSUjVp0iRby0mdAwC1c+dO8TPPP/+8GjFiRLvXZs6cqQoLC20sGXUGXXpGNBwO4+DBg5g6dWrba6mpqZg6dSqqq6sTHlNdXd3u8wBQWFho+Hnq2szUoas1NTUhEong5ptvtquY5HFm69GKFSvQt29fzJ0714likoeZqUNffPEFCgoKUFJSguzsbIwcORKrVq1CLBZzqtjkMWbq0cSJE3Hw4MG28N2TJ0+isrISDz30kCNlps6Pz9ZkJM3tAtjp/PnziMViyM7Obvd6dnY2jh8/nvCYurq6hJ+vq6uzrZzkXWbq0NVeeOEF5OTkXNMIU/dhph59//332LRpE44cOeJACcnrzNShkydP4ttvv8Xjjz+OyspKnDhxAgsWLEAkEkEoFHKi2OQxZurRY489hvPnz+Ouu+6CUgrRaBTPPPMMQ3Ppuhk9W9fX16O5uRkZGRkulYzc1qVnRInctmbNGpSXl2Pnzp0IBoNuF4c6iYaGBsyePRsbN25E79693S4OdVLxeBx9+/bFhg0bMG7cOMycORPLly/H+vXr3S4adSL79u3DqlWr8P777+PQoUP47LPPsGvXLqxcudLtohFRJ9elZ0R79+4Nn8+Hc+fOtXv93Llz6NevX8Jj+vXrl9TnqWszU4cuW7t2LdasWYNvvvkGd955p53FJI9Lth798ccfqK2txfTp09tei8fjAIC0tDTU1NRg8ODB9haaPMVMW9S/f3+kp6fD5/O1vTZs2DDU1dUhHA7D7/fbWmbyHjP16OWXX8bs2bMxb948AMCoUaPQ2NiI+fPnY/ny5UhN5ZwGyYyerXv06MHZ0G6uS7cefr8f48aNQ1VVVdtr8XgcVVVVKCgoSHhMQUFBu88DwJ49eww/T12bmToEAG+++SZWrlyJ3bt3Y/z48U4UlTws2Xo0dOhQHD16FEeOHGn775FHHmnLOJibm+tk8ckDzLRFkyZNwokTJ9oGMQDg999/R//+/dkJ7abM1KOmpqZrOpuXBzeUUvYVlroMPluTIbezJdmtvLxcBQIBtXnzZvXbb7+p+fPnq5tuuknV1dUppZSaPXu2Wrp0advnf/jhB5WWlqbWrl2rjh07pkKhkEpPT1dHjx516yuQy5KtQ2vWrFF+v1/t2LFD/fXXX23/NTQ0uPUVyAOSrUdXY9ZcSrYOnT59WmVlZamFCxeqmpoa9eWXX6q+ffuq119/3a2vQB6QbD0KhUIqKytLffLJJ+rkyZPq66+/VoMHD1YzZsxw6yuQyxoaGtThw4fV4cOHFQD19ttvq8OHD6s///xTKaXU0qVL1ezZs9s+f/LkSZWZmamWLFmijh07psrKypTP51O7d+926yuQR3T5jqhSSr377rtq4MCByu/3qwkTJqgff/yx7b0pU6ao4uLidp//9NNP1ZAhQ5Tf71cjRoxQu3btcrjE5DXJ1KH//Oc/CsA1/4VCIecLTp6SbFt0JXZESank69D+/ftVfn6+CgQCatCgQeqNN95Q0WjU4VKT1yRTjyKRiHr11VfV4MGDVTAYVLm5uWrBggXq33//db7g5Al79+5N+Jxzud4UFxerKVOmXHPMmDFjlN/vV4MGDVIff/yx4+Um70lRinEVRERERERE5JwuvUaUiIiIiIiIvIcdUSIiIiIiInIUO6JERERERETkKHZEiYiIiIiIyFHsiBIREREREZGj2BElIiIiIiIiR7EjSkRERERERI5iR5SIiIiIiIgcxY4oEREREREROYodUSIi8ry7774bixYtcrsYRERE1EHYESUiIiIiIiJHpSillNuFICIiMvLkk09iy5Yt7V47deoU8vLy3CkQERERWcaOKBERedrFixfx4IMPYuTIkVixYgUAoE+fPvD5fC6XjIiIiMxKc7sAREREkp49e8Lv9yMzMxP9+vVzuzhERETUAbhGlIiIiIiIiBzFjigRERERERE5ih1RIiLyPL/fj1gs5nYxiIiIqIOwI0pERJ6Xl5eHn376CbW1tTh//jzi8bjbRSIiIiIL2BElIiLPW7x4MXw+H4YPH44+ffrg9OnTbheJiIiILOD2LUREREREROQozogSERERERGRo9gRJSIiIiIiIkexI0pERERERESOYkeUiIiIiIiIHMWOKBERERERETmKHVEiIiIiIiJyFDuiRERERERE5Ch2RImIiIiIiMhR7IgSERERERGRo9gRJSIiIiIiIkexI0pERERERESOYkeUiIiIiIiIHPW/ip/hb1iASp4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.pcolormesh(T, X, np.abs(ref-adaptive), shading='auto', cmap='Spectral_r') #\n",
    "plt.colorbar()\n",
    "\n",
    "plt.title('Absolute Error for Diffusion Equation')\n",
    "plt.xlabel('t')\n",
    "\n",
    "plt.ylabel('x')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82f7250a-d6a7-466a-a1c4-5b908be6182d",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savez('../../Plots/data/eq1-adapt.npz', t=t, x=x, adaptive=adaptive, ref=ref)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ef65e4b-bb26-475d-b07c-bbca6df50d65",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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